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Source restriction statements: Role Title: Personal Financial Advisor Role Type: Contractor Location: Northern America, Latin America. · Share insights from your experience working one-on-one with clients, including assessing financial needs, risk tolerance, and investment preferences. · Preferred Qualifications Professional experience working directly with individual clients or families in a one-on-one financial advisory role. · Good understanding of financial products, portfolio management, asset allocation, and relevant regulatory requirements.

Source description: Role Title: Personal Financial Advisor Role Type: Contractor Location: Northern America, Latin America. micro1 is engaging Personal Financial Advisors to contribute expert knowledge and insights to a customer's project centered around financial wellness for individuals. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This engagement matches experienced professionals in pairs, leveraging your availability to facilitate impactful collaboration. Scope of Work Review and provide feedback on personal financial planning scenarios based on your experience advising individual clients. Evaluate investment strategies, retirement plans, and financial recommendations tailored to individual client needs. Analyze financial situations involving savings, investments, debt management, tax planning, and long-term financial goals. Share insights from your experience working one-on-one with clients, including assessing financial needs, risk tolerance, and investment preferences. Review financial planning materials for accuracy, regulatory compliance, and industry best practices. Explain financial concepts, planning strategies, and recommendations clearly in written and verbal formats. Collaborate with another financial expert to discuss different approaches, compare recommendations, and contribute to AI training. Preferred Qualifications Professional experience working directly with individual clients or families in a one-on-one financial advisory role. Experience as a Personal Financial Advisor, Financial Planner, Wealth Manager, Investment Advisor, or similar client-facing professional. Strong knowledge of personal financial planning, including retirement, investments, tax planning, estate planning, and wealth management. Hands-on experience creating personalized financial plans and investment recommendations based on individual client goals. Experience assessing clients' financial situations, risk tolerance, investment objectives, and long-term financial needs. Good understanding of financial products, portfolio management, asset allocation, and relevant regulatory requirements. Strong communication skills and the ability to explain financial concepts clearly. Comfortable collaborating with another financial expert and available to work during overlapping North American or Latin American time zones.

Source pay statements: 90–110 per hour; currency unknown

Requirements: Strong professional experience using Inkscape. · Hands-on experience with vector graphics, SVG editing, and illustration. · Good understanding of advanced Inkscape tools and design workflows. · Access to Inkscape and ability to record your screen while completing tasks. · English proficiency at B2 level or higher. · Ability to explain technical and creative processes clearly.

Source restriction statements: Role Title: Inkscape Design Specialist Role Type: Contractor Location: Remote micro1 is looking for experienced Inkscape specialists to support an AI training project. · Preferred Qualifications A portfolio showcasing Inkscape or vector design projects.

Source description: Role Title: Inkscape Design Specialist Role Type: Contractor Location: Remote micro1 is looking for experienced Inkscape specialists to support an AI training project. In this role, you will use Inkscape to complete real-world vector design tasks and explain your work step by step. Your expertise will help improve how AI systems understand graphic design workflows. Scope of Work Create and edit vector graphics using Inkscape. Work with SVG files, illustrations, logos, and other design assets. Use Inkscape tools such as Bezier curves, node editing, layers, and path operations. Complete real-world design tasks and explain your workflow step by step. Review and improve existing vector designs. Create clear instructions and detailed prompts for advanced design tasks. Requirements Strong professional experience using Inkscape. Hands-on experience with vector graphics, SVG editing, and illustration. Good understanding of advanced Inkscape tools and design workflows. Access to Inkscape and ability to record your screen while completing tasks. English proficiency at B2 level or higher. Ability to explain technical and creative processes clearly. Preferred Qualifications A portfolio showcasing Inkscape or vector design projects. A relevant master's degree or PhD. Previous Human Data experience, such as data annotation, RLHF, or AI model evaluation.

Source pay statements: 25–70 per hour; currency unknown

Source restriction statements: Role Title: 2D Game Developer (Defold) Role Type: Contractor Location: Remote micro1 is looking for experienced Defold developers to support an AI training project. · Preferred Qualifications Strong professional experience using the Defold game engine. · Preferred Qualifications A portfolio of completed 2D games or Defold projects.

Source description: Role Title: 2D Game Developer (Defold) Role Type: Contractor Location: Remote micro1 is looking for experienced Defold developers to support an AI training project. In this role, you will use Defold to complete real-world game development tasks and explain your workflows step by step. Your expertise will help improve how AI systems understand game development. Scope of Work Develop and modify 2D games using the Defold game engine. Work with Lua scripting, game objects, components, and animations. Create and improve game mechanics, player controls, and UI elements. Debug issues and optimize game performance. Complete advanced game development tasks and explain your workflow step by step. Create clear instructions and detailed prompts for game development tasks. Preferred Qualifications Strong professional experience using the Defold game engine. Hands-on experience with Lua scripting and 2D game development. Good understanding of Defold game objects, components, animations, and game logic. Access to Defold and ability to record your screen while completing tasks. English proficiency at B2 level or higher. Ability to explain technical workflows clearly. Preferred Qualifications A portfolio of completed 2D games or Defold projects. A relevant master's degree or PhD. Previous Human Data experience, such as data annotation, RLHF, or AI model evaluation.

Source pay statements: 70–130 per hour; currency unknown

Requirements: Strong professional experience using Open 3D Engine (O3DE). · Hands-on experience with 3D environments, rendering, and simulations. · Good understanding of O3DE components, assets, and development workflows. · Experience with Python or C++ scripting. · Access to O3DE and ability to record your screen while completing tasks. · English proficiency at B2 level or higher. · Ability to explain technical workflows clearly.

Source restriction statements: Job Title: Software Engineer (Open 3D Engine) Job Type: Contractor Location: Remote Job Summary: micro1 is looking for experienced Open 3D Engine (O3DE) specialists to support an AI training project. · Preferred Qualifications: A portfolio of 3D development, game development, or simulation projects.

Source description: Job Title: Software Engineer (Open 3D Engine) Job Type: Contractor Location: Remote Job Summary: micro1 is looking for experienced Open 3D Engine (O3DE) specialists to support an AI training project. In this role, you will use O3DE to complete real-world 3D development tasks and explain your workflows step by step. Your expertise will help improve how AI systems understand 3D environments and simulations. Key Responsibilities: Create and edit 3D environments and simulations using Open 3D Engine (O3DE). Work with O3DE tools such as Atom Renderer, Gems, components, and Asset Processor. Develop and modify 3D scenes, game objects, and physics simulations. Use Python or C++ scripting for development and automation. Troubleshoot issues and improve 3D environment performance. Complete advanced O3DE tasks and explain workflows step by step. Create clear instructions and detailed prompts for 3D development tasks. Required Skills and Qualifications: Strong professional experience using Open 3D Engine (O3DE). Hands-on experience with 3D environments, rendering, and simulations. Good understanding of O3DE components, assets, and development workflows. Experience with Python or C++ scripting. Access to O3DE and ability to record your screen while completing tasks. English proficiency at B2 level or higher. Ability to explain technical workflows clearly. Preferred Qualifications: A portfolio of 3D development, game development, or simulation projects. A relevant master's degree or PhD. Previous Human Data experience, such as data annotation, RLHF, or AI model evaluation.

Source pay statements: 70–130 per hour; currency unknown

Source restriction statements: Role Title: SolidWorks Specialist Role Type: Contractor Location: Remote micro1 is looking for experienced SolidWorks specialists to support an AI training project. · Preferred Qualifications Strong professional experience using SolidWorks. · Preferred Qualifications Experience with FreeCAD, Fusion 360, or Autodesk Inventor.

Source description: Role Title: SolidWorks Specialist Role Type: Contractor Location: Remote micro1 is looking for experienced SolidWorks specialists to support an AI training project. In this role, you will use your CAD expertise to complete real-world mechanical design tasks and explain your workflows step by step. Scope of Work Create and edit 3D CAD models of mechanical parts and assemblies. Work with parametric modeling, sketches, constraints, and feature trees. Develop and modify mechanical designs based on technical requirements. Review CAD models for dimensions, tolerances, and manufacturing accuracy. Complete advanced CAD tasks and explain your workflows step by step. Create clear instructions and detailed prompts for mechanical design tasks. Preferred Qualifications Strong professional experience using SolidWorks. Hands-on experience with 3D parametric CAD modeling and assemblies. Good understanding of mechanical design, GD&T, and manufacturing processes. Access to SolidWorks and ability to record your screen while completing tasks. English proficiency at B2 level or higher. Ability to explain technical workflows clearly. Preferred Qualifications Experience with FreeCAD, Fusion 360, or Autodesk Inventor. A relevant master's degree or PhD in Mechanical Engineering or a related field. Previous Human Data experience, such as data annotation, RLHF, or AI model evaluation. Experience with CNC machining, sheet metal, injection molding, or reverse engineering.

Source pay statements: 65–123 per hour; currency unknown

Requirements: Strong professional experience using Panda3D. · Hands-on experience with Python and C++ programming. · Good understanding of 3D graphics, game development, and simulations. · Experience using GitHub for code management. · Access to Panda3D and ability to record your screen while completing tasks. · English proficiency at B2 level or higher. · Ability to explain technical workflows clearly.

Source restriction statements: Job Title: Python Game Developer (Panda3D) Job Type: Contract Location: Remote micro1 is looking for experienced Panda3D developers to support an AI training project. · Preferred Qualifications: A portfolio of Panda3D or 3D game development projects.

Source description: Job Title: Python Game Developer (Panda3D) Job Type: Contract Location: Remote micro1 is looking for experienced Panda3D developers to support an AI training project. In this role, you will use Panda3D to complete real-world 3D game development tasks and explain your workflows step by step. Your expertise will help improve how AI systems understand game development and 3D simulations. Key Responsibilities: Create and modify 3D games and simulations using Panda3D. Work with Python, 3D models, animations, and game logic. Develop and improve game mechanics, controls, and interactive environments. Debug issues and optimize game performance. Complete advanced Panda3D tasks and explain your workflows step by step. Create clear instructions and detailed prompts for game development tasks. Required Skills and Qualifications: Strong professional experience using Panda3D. Hands-on experience with Python and C++ programming. Good understanding of 3D graphics, game development, and simulations. Experience using GitHub for code management. Access to Panda3D and ability to record your screen while completing tasks. English proficiency at B2 level or higher. Ability to explain technical workflows clearly. Preferred Qualifications: A portfolio of Panda3D or 3D game development projects. A relevant master's degree or PhD. Previous Human Data experience, such as data annotation, RLHF, or AI model evaluation. Experience optimizing 3D games and simulations.

Source pay statements: 50–120 per hour; currency unknown

Requirements: Strong hands-on experience with Solar2D (Corona SDK). · Good knowledge of Lua programming and 2D game development. · Experience with game mechanics, animations, and debugging. · Access to Solar2D and ability to record your screen while completing tasks. · English proficiency at B2 level or higher. · Ability to explain technical workflows clearly.

Source restriction statements: Job Title: Solar2D Game Developer Job Type: Contractor Location: Remote micro1 is looking for experienced Solar2D developers to support an AI training project. · Preferred Qualifications: A portfolio of Solar2D or 2D game development projects.

Source description: Job Title: Solar2D Game Developer Job Type: Contractor Location: Remote micro1 is looking for experienced Solar2D developers to support an AI training project. In this role, you will use Solar2D to complete real-world 2D game development tasks and explain your workflows step by step. Your expertise will help improve how AI systems understand game development. Key Responsibilities: Create and modify 2D games using Solar2D (Corona SDK). Work with Lua scripting, game mechanics, animations, and UI elements. Develop and improve player controls, physics, and collision detection. Debug issues and optimize game performance. Complete advanced Solar2D tasks and explain your workflows step by step. Create clear instructions and detailed prompts for game development tasks. Required Skills and Qualifications: Strong hands-on experience with Solar2D (Corona SDK). Good knowledge of Lua programming and 2D game development. Experience with game mechanics, animations, and debugging. Access to Solar2D and ability to record your screen while completing tasks. English proficiency at B2 level or higher. Ability to explain technical workflows clearly. Preferred Qualifications: A portfolio of Solar2D or 2D game development projects. A relevant master's degree or PhD. Previous Human Data experience, such as data annotation, RLHF, or AI model evaluation. Experience developing mobile games for Android or iOS.

Source pay statements: 70–130 per hour; currency unknown

Requirements: Strong professional experience using LTspice. · Hands-on experience with electronic circuit design and simulation. · Good understanding of SPICE simulation, analog circuits, and power electronics. · Experience analyzing simulation results and troubleshooting circuit issues. · Access to LTspice and ability to record your screen while completing tasks. · English proficiency at B2 level or higher. · Ability to explain technical workflows clearly.

Source restriction statements: Job Title : Electronics expert - LTspice Job Type: Contractor Location: Remote micro1 is looking for experienced LTspice specialists to support an AI training project. · Preferred Qualifications A relevant master's degree or PhD in Electrical or Electronics Engineering.

Source description: Job Title : Electronics expert - LTspice Job Type: Contractor Location: Remote micro1 is looking for experienced LTspice specialists to support an AI training project. In this role, you will use LTspice to complete real-world circuit design and simulation tasks and explain your workflows step by step. Your expertise will help improve how AI systems understand electronics engineering. Key Responsibilities Create and simulate electronic circuits using LTspice. Work with analog circuits, power electronics, and circuit schematics. Perform circuit analysis, including transient, AC, and DC simulations. Troubleshoot circuit issues and improve circuit performance. Complete advanced LTspice tasks and explain your workflows step by step. Create clear instructions and detailed prompts for electronics simulation tasks. Required Skills and Qualifications Strong professional experience using LTspice. Hands-on experience with electronic circuit design and simulation. Good understanding of SPICE simulation, analog circuits, and power electronics. Experience analyzing simulation results and troubleshooting circuit issues. Access to LTspice and ability to record your screen while completing tasks. English proficiency at B2 level or higher. Ability to explain technical workflows clearly. Preferred Qualifications A relevant master's degree or PhD in Electrical or Electronics Engineering. Previous Human Data experience, such as data annotation, RLHF, or AI model evaluation. Experience with PCB design, mixed-signal circuits, or power electronics. Professional experience in electronics or hardware engineering.

Source pay statements: 65–123 per hour; currency unknown

Requirements: Strong professional experience using Qucs-S. · Hands-on experience with electronic circuit design and simulation. · Good understanding of SPICE simulation, circuit analysis, and electronic components. · Experience troubleshooting circuits and analyzing simulation results. · Access to Qucs-S and ability to record your screen while completing tasks. · English proficiency at B2 level or higher. · Ability to explain technical workflows clearly.

Source restriction statements: Job Title: Electronic Engineer (Qucs-S expert) Job Type: Contract Location: Remote micro1 is looking for experienced Qucs-S specialists to support an AI training project. · Preferred Qualifications: A relevant master's degree or PhD in Electrical or Electronics Engineering.

Source description: Job Title: Electronic Engineer (Qucs-S expert) Job Type: Contract Location: Remote micro1 is looking for experienced Qucs-S specialists to support an AI training project. In this role, you will use Qucs-S to complete real-world electronic circuit design and simulation tasks and explain your workflows step by step. Your expertise will help improve how AI systems understand electronics engineering. Key Responsibilities: Design and simulate electronic circuits using Qucs-S. Work with analog, digital, and mixed-signal circuits. Perform circuit analysis, including AC, DC, and transient simulations. Troubleshoot circuit issues and improve circuit performance. Complete advanced Qucs-S tasks and explain your workflows step by step. Create clear instructions and detailed prompts for circuit simulation tasks. Required Skills and Qualifications: Strong professional experience using Qucs-S. Hands-on experience with electronic circuit design and simulation. Good understanding of SPICE simulation, circuit analysis, and electronic components. Experience troubleshooting circuits and analyzing simulation results. Access to Qucs-S and ability to record your screen while completing tasks. English proficiency at B2 level or higher. Ability to explain technical workflows clearly. Preferred Qualifications: A relevant master's degree or PhD in Electrical or Electronics Engineering. Previous Human Data experience, such as data annotation, RLHF, or AI model evaluation. Experience with other circuit simulation or EDA tools. Professional experience in electronics or hardware engineering.

Source pay statements: 65–123 per hour; currency unknown

Source restriction statements: Role Title: Medical Imaging & Segmentation Specialist (3D Slicer) Role Type: Contractor Location: Remote micro1 is looking for experienced 3D Slicer specialists to support an AI training project. · Preferred Qualifications Strong professional hands-on experience using 3D Slicer. · Preferred Qualifications A relevant master's degree or PhD in Medical Imaging, Biomedical Engineering, or a related field.

Source description: Role Title: Medical Imaging & Segmentation Specialist (3D Slicer) Role Type: Contractor Location: Remote micro1 is looking for experienced 3D Slicer specialists to support an AI training project. In this role, you will use 3D Slicer to complete real-world medical imaging and segmentation tasks and explain your workflows step by step. Your expertise will help improve how AI systems understand medical imaging. Scope of Work Analyze and segment medical images using 3D Slicer. Work with CT, MRI, and other medical imaging datasets. Create and edit segmentation masks, 3D models, and volume renderings. Perform image annotation, visualization, and quality checks. Complete advanced 3D Slicer tasks and explain your workflows step by step. Create clear instructions and detailed prompts for medical imaging workflows. Preferred Qualifications Strong professional hands-on experience using 3D Slicer. Experience with medical image segmentation, annotation, and visualization. Good understanding of CT, MRI, DICOM, and medical imaging workflows. Ability to create accurate segmentation masks and 3D reconstructions. Access to 3D Slicer and ability to record your screen while completing tasks. English proficiency at B2 level or higher. Ability to explain technical workflows clearly. Preferred Qualifications A relevant master's degree or PhD in Medical Imaging, Biomedical Engineering, or a related field. Previous Human Data experience, such as data annotation, RLHF, or AI model evaluation. Clinical or research experience working with medical imaging datasets. Experience with medical image processing and 3D visualization.

Source pay statements: 60–112 per hour; currency unknown

Requirements: Strong professional hands-on experience using OpenSCAD. · Experience with parametric and script-based 3D modeling. · Good understanding of OpenSCAD syntax, modules, functions, and Boolean operations. · Ability to create accurate and complex CAD models. · Access to OpenSCAD and ability to record your screen while completing tasks. · English proficiency at B2 level or higher. · Ability to explain technical workflows clearly.

Source restriction statements: Job Title: OpenSCAD Developer Job Type: Contractor Location: Remote micro1 is looking for experienced OpenSCAD developers to support an AI training project. · Preferred Qualifications: A relevant master's degree or PhD in Mechanical Engineering, Product Design, or a related field.

Source description: Job Title: OpenSCAD Developer Job Type: Contractor Location: Remote micro1 is looking for experienced OpenSCAD developers to support an AI training project. In this role, you will use OpenSCAD to complete real-world 2D and 3D CAD modeling tasks and explain your workflows step by step. Your expertise will help improve how AI systems understand CAD design and parametric modeling. Key Responsibilities: Create and modify 2D and 3D CAD models using OpenSCAD. Develop parametric models using scripts, loops, and reusable modules. Work with Boolean operations, transformations, and extrusion techniques. Troubleshoot modeling issues and optimize CAD designs. Complete advanced OpenSCAD tasks and explain your workflows step by step. Create clear instructions and detailed prompts for CAD modeling workflows. Required Skills and Qualifications: Strong professional hands-on experience using OpenSCAD. Experience with parametric and script-based 3D modeling. Good understanding of OpenSCAD syntax, modules, functions, and Boolean operations. Ability to create accurate and complex CAD models. Access to OpenSCAD and ability to record your screen while completing tasks. English proficiency at B2 level or higher. Ability to explain technical workflows clearly. Preferred Qualifications: A relevant master's degree or PhD in Mechanical Engineering, Product Design, or a related field. Previous Human Data experience, such as data annotation, RLHF, or AI model evaluation. A portfolio or GitHub projects demonstrating OpenSCAD expertise. Experience with 3D printing, mechanical design, or procedural modeling.

Source pay statements: 65–123 per hour; currency unknown

Requirements: Strong professional hands-on experience using Ngspice. · Experience with electronic circuit design and SPICE simulations. · Good understanding of analog circuits, electrical components, and circuit analysis. · Ability to analyze simulation results and troubleshoot circuit issues. · Access to Ngspice and ability to record your screen while completing tasks. · English proficiency at B2 level or higher. · Ability to explain technical workflows clearly.

Source restriction statements: Job Title: Electronics Simulation Engineer (NgSpice) Job Type: Contractor Location: Remote micro1 is looking for experienced Ngspice specialists to support an AI training project. · Preferred Qualifications: A relevant master's degree or PhD in Electrical or Electronics Engineering.

Source description: Job Title: Electronics Simulation Engineer (NgSpice) Job Type: Contractor Location: Remote micro1 is looking for experienced Ngspice specialists to support an AI training project. In this role, you will use Ngspice to complete real-world electronic circuit simulation tasks and explain your workflows step by step. Your expertise will help improve how AI systems understand electronics engineering. Key Responsibilities: Design and simulate electronic circuits using Ngspice. Perform AC, DC, and transient circuit analysis. Work with analog circuits, electronic components, and SPICE models. Troubleshoot simulation errors and optimize circuit performance. Complete advanced Ngspice tasks and explain your workflows step by step. Create clear instructions and detailed prompts for circuit simulation workflows. Required Skills and Qualifications: Strong professional hands-on experience using Ngspice. Experience with electronic circuit design and SPICE simulations. Good understanding of analog circuits, electrical components, and circuit analysis. Ability to analyze simulation results and troubleshoot circuit issues. Access to Ngspice and ability to record your screen while completing tasks. English proficiency at B2 level or higher. Ability to explain technical workflows clearly. Preferred Qualifications: A relevant master's degree or PhD in Electrical or Electronics Engineering. Previous Human Data experience, such as data annotation, RLHF, or AI model evaluation. Experience with other circuit simulation or EDA tools. Professional experience in electronics or hardware engineering.

Source pay statements: 65–123 per hour; currency unknown

Source restriction statements: Role Title: LibreCAD Expert Role Type: Contractor Location: Remote micro1 is looking for experienced LibreCAD specialists to support an AI training project. · Preferred Qualifications Strong professional hands-on experience using LibreCAD. · Preferred Qualifications A relevant master's degree or PhD in Mechanical Engineering, Architecture, or a related field.

Source description: Role Title: LibreCAD Expert Role Type: Contractor Location: Remote micro1 is looking for experienced LibreCAD specialists to support an AI training project. In this role, you will use LibreCAD to complete real-world 2D CAD design tasks and explain your workflows step by step. Your expertise will help improve how AI systems understand CAD drafting and design. Scope of Work Create and modify 2D CAD drawings using LibreCAD. Work with technical drawings, dimensions, layers, and annotations. Develop floor plans, mechanical drawings, and engineering diagrams. Troubleshoot drawing issues and improve design accuracy. Complete advanced LibreCAD tasks and explain your workflows step by step. Create clear instructions and detailed prompts for CAD design workflows. Preferred Qualifications Strong professional hands-on experience using LibreCAD. Experience with 2D CAD drafting and technical drawings. Good understanding of layers, dimensions, blocks, and drawing standards. Ability to create accurate and detailed CAD drawings. Access to LibreCAD and ability to record your screen while completing tasks. English proficiency at B2 level or higher. Ability to explain technical workflows clearly. Preferred Qualifications A relevant master's degree or PhD in Mechanical Engineering, Architecture, or a related field. Previous Human Data experience, such as data annotation, RLHF, or AI model evaluation. Experience with AutoCAD or other 2D CAD software. Professional experience in engineering, architecture, or technical drafting.

Source pay statements: 65–165 per hour; currency unknown

Requirements: Strong professional hands-on experience using LibreSprite. · Experience with pixel art, sprite design, and 2D animation. · Good understanding of layers, frames, color palettes, and sprite sheets. · Ability to create detailed and high-quality pixel art assets. · Access to LibreSprite and ability to record your screen while completing tasks. · English proficiency at B2 level or higher. · Ability to explain creative workflows clearly.

Source restriction statements: Role Title: Libresprite Expert Role Type: Contractor Location: Remote micro1 is looking for experienced LibreSprite experts to support an AI training project. · Preferred Qualifications A portfolio demonstrating pixel art or 2D game design experience.

Source description: Role Title: Libresprite Expert Role Type: Contractor Location: Remote micro1 is looking for experienced LibreSprite experts to support an AI training project. In this role, you will use LibreSprite to create and edit pixel art, 2D game assets, and animations while explaining your workflows step by step. Your expertise will help improve how AI systems understand digital art and game design. Scope of Work Create and edit pixel art and 2D game assets using LibreSprite. Design sprites, characters, backgrounds, and animations. Work with layers, color palettes, frames, and sprite sheets. Improve artwork quality and troubleshoot design issues. Complete advanced LibreSprite tasks and explain your workflows step by step. Create clear instructions and detailed prompts for pixel art workflows. Requirements Strong professional hands-on experience using LibreSprite. Experience with pixel art, sprite design, and 2D animation. Good understanding of layers, frames, color palettes, and sprite sheets. Ability to create detailed and high-quality pixel art assets. Access to LibreSprite and ability to record your screen while completing tasks. English proficiency at B2 level or higher. Ability to explain creative workflows clearly. Preferred Qualifications A portfolio demonstrating pixel art or 2D game design experience. A relevant master's degree or PhD in Graphic Design, Digital Arts, or a related field. Previous Human Data experience, such as data annotation, RLHF, or AI model evaluation. Experience with Aseprite or other pixel art tools. Professional experience in game art, animation, or digital illustration.

Source pay statements: 21–70 per hour; currency unknown

Requirements: Strong professional hands-on experience using Godot Game Engine. · Experience with GDScript or C# programming. · Good understanding of 2D/3D game development, scenes, nodes, and animations. · Ability to develop, debug, and optimize gameplay systems. · Access to Godot and ability to record your screen while completing tasks. · English proficiency at B2 level or higher. · Ability to explain technical workflows clearly.

Source restriction statements: Job Title: Godot Game Engine Expert Job Type: Contract Location: Remote micro1 is looking for experienced Godot Game Engine specialists to support an AI training project. · Preferred Qualifications A portfolio of Godot game development projects.

Source description: Job Title: Godot Game Engine Expert Job Type: Contract Location: Remote micro1 is looking for experienced Godot Game Engine specialists to support an AI training project. In this role, you will use Godot to complete real-world 2D and 3D game development tasks and explain your workflows step by step. Your expertise will help improve how AI systems understand game development. Key Responsibilities Create and modify 2D and 3D games using Godot. Develop gameplay mechanics, animations, and UI elements. Work with GDScript, scenes, nodes, and game physics. Troubleshoot game issues and optimize performance. Complete advanced Godot tasks and explain your workflows step by step. Create clear instructions and detailed prompts for game development workflows. Required Skills and Qualifications Strong professional hands-on experience using Godot Game Engine. Experience with GDScript or C# programming. Good understanding of 2D/3D game development, scenes, nodes, and animations. Ability to develop, debug, and optimize gameplay systems. Access to Godot and ability to record your screen while completing tasks. English proficiency at B2 level or higher. Ability to explain technical workflows clearly. Preferred Qualifications A portfolio of Godot game development projects. A relevant master's degree or PhD in Computer Science, Game Development, or a related field. Previous Human Data experience, such as data annotation, RLHF, or AI model evaluation. Experience with multiplayer games, game physics, or UI/UX development. Professional experience in game development.

Source pay statements: 70–130 per hour; currency unknown

Requirements: Strong professional hands-on experience using Krita. · Experience with digital painting, illustration, and concept art. · Good understanding of brushes, layers, masks, and digital art techniques. · Ability to create high-quality digital artwork and visual assets. · Access to Krita and ability to record your screen while completing tasks. · English proficiency at B2 level or higher. · Ability to explain creative workflows clearly.

Source restriction statements: Role Title: Krita Expert Role Type: Contractor Location: Remote micro1 is looking for experienced Krita specialists to support an AI training project. · Preferred Qualifications A portfolio demonstrating digital illustration or concept art experience.

Source description: Role Title: Krita Expert Role Type: Contractor Location: Remote micro1 is looking for experienced Krita specialists to support an AI training project. In this role, you will use Krita to complete real-world digital illustration and design tasks and explain your workflows step by step. Your expertise will help improve how AI systems understand digital art and illustration. Scope of Work Create and edit digital illustrations and artwork using Krita. Work with digital painting, character design, and concept art. Use brushes, layers, masks, and color management tools. Create and refine 2D animations and visual assets. Complete advanced Krita tasks and explain your workflows step by step. Create clear instructions and detailed prompts for digital art workflows. Requirements Strong professional hands-on experience using Krita. Experience with digital painting, illustration, and concept art. Good understanding of brushes, layers, masks, and digital art techniques. Ability to create high-quality digital artwork and visual assets. Access to Krita and ability to record your screen while completing tasks. English proficiency at B2 level or higher. Ability to explain creative workflows clearly. Preferred Qualifications A portfolio demonstrating digital illustration or concept art experience. A relevant master's degree or PhD in Fine Arts, Graphic Design, or a related field. Previous Human Data experience, such as data annotation, RLHF, or AI model evaluation. Experience with character design, 2D animation, or game art. Professional experience in digital illustration or graphic design.

Source pay statements: 21–70 per hour; currency unknown

Requirements: Strong professional hands-on experience using FreeCAD. · Experience with BIM modeling and IFC file formats. · Good understanding of architectural modeling, 3D CAD, and BIM workflows. · Ability to create, edit, and validate IFC-compatible models. · Access to FreeCAD and ability to record your screen while completing tasks. · English proficiency at B2 level or higher. · Ability to explain technical workflows clearly.

Source restriction statements: Role Title: FreeCAD Expert (BIM & IFC Focus) Role Type: Contractor Location: Remote micro1 is looking for experienced FreeCAD specialists with expertise in BIM and IFC workflows to support an AI training project. · Preferred Qualifications A relevant master's degree or PhD in Architecture, Civil Engineering, or a related field.

Source description: Role Title: FreeCAD Expert (BIM & IFC Focus) Role Type: Contractor Location: Remote micro1 is looking for experienced FreeCAD specialists with expertise in BIM and IFC workflows to support an AI training project. In this role, you will use FreeCAD to complete real-world architectural and engineering modeling tasks and explain your workflows step by step. Your expertise will help improve how AI systems understand CAD and Building Information Modeling. Scope of Work Create and modify 3D CAD and BIM models using FreeCAD. Work with architectural elements, building structures, and IFC files. Develop and validate BIM models using FreeCAD's BIM tools. Troubleshoot modeling issues and improve IFC compatibility. Complete advanced FreeCAD BIM tasks and explain your workflows step by step. Create clear instructions and detailed prompts for BIM and IFC workflows. Requirements Strong professional hands-on experience using FreeCAD. Experience with BIM modeling and IFC file formats. Good understanding of architectural modeling, 3D CAD, and BIM workflows. Ability to create, edit, and validate IFC-compatible models. Access to FreeCAD and ability to record your screen while completing tasks. English proficiency at B2 level or higher. Ability to explain technical workflows clearly. Preferred Qualifications A relevant master's degree or PhD in Architecture, Civil Engineering, or a related field. Previous Human Data experience, such as data annotation, RLHF, or AI model evaluation. Experience with AutoCAD, Revit, or other BIM software. Professional experience in architecture, engineering, or construction (AEC).

Source pay statements: 65–123 per hour; currency unknown

Requirements: Strong professional hands-on experience using KiCad. · Experience with PCB layout, schematic capture, and electronic circuit design. · Good understanding of component placement, routing, and PCB design rules. · Ability to create and review complex PCB designs. · Access to KiCad and ability to record your screen while completing tasks. · English proficiency at B2 level or higher. · Ability to explain technical workflows clearly.

Source restriction statements: Role Title: KiCad PCB Design Specialist Role Type: Contractor Location: Remote micro1 is looking for experienced KiCad specialists to support an AI training project. · Preferred Qualifications A relevant master's degree or PhD in Electrical or Electronics Engineering.

Source description: Role Title: KiCad PCB Design Specialist Role Type: Contractor Location: Remote micro1 is looking for experienced KiCad specialists to support an AI training project. In this role, you will use KiCad to complete real-world PCB design and electronic circuit tasks and explain your workflows step by step. Your expertise will help improve how AI systems understand electronics engineering. Scope of Work Create and modify PCB designs and circuit schematics using KiCad. Work with component placement, PCB routing, and multi-layer boards. Perform design rule checks (DRC) and troubleshoot PCB design issues. Generate Gerber files and other manufacturing outputs. Complete advanced KiCad tasks and explain your workflows step by step. Create clear instructions and detailed prompts for PCB design workflows. Requirements Strong professional hands-on experience using KiCad. Experience with PCB layout, schematic capture, and electronic circuit design. Good understanding of component placement, routing, and PCB design rules. Ability to create and review complex PCB designs. Access to KiCad and ability to record your screen while completing tasks. English proficiency at B2 level or higher. Ability to explain technical workflows clearly. Preferred Qualifications A relevant master's degree or PhD in Electrical or Electronics Engineering. Previous Human Data experience, such as data annotation, RLHF, or AI model evaluation. Experience with multi-layer PCB design and manufacturing processes. Professional experience in electronics or hardware engineering.

Source pay statements: 65–123 per hour; currency unknown

Requirements: Professional experience in systems engineering, with hands-on expertise in SysML v1 and some exposure to SysML v2, or demonstrated experience with SysML v2 textual modeling. · Ability to interpret engineering requirements and translate them into technically accurate system models. · Understanding of model-based systems engineering principles, requirements traceability, and system architecture.

Source restriction statements: MBSE Engineer - SysML v2 Role type: Contractor Location: Remote Commitment: Pay-per- task-based, variable/flexible hours (~15hrs/wk) Project duration: ~ 4 weeks to 3 months About the opportunity micro1 is looking for experienced Model-Based Systems Engineering (MBSE) professionals with expertise in SysML v1 and exposure to SysML v2, or hands-on experience with SysML v2 textual modeling, to support a customer project focused on AI training and evaluation. · Preferred qualifications Strong understanding of requirements engineering, system architecture, interface control, and model traceability. · Strong technical writing and communication skills, particularly in remote or asynchronous environments. · Location: Remote.

Source description: MBSE Engineer - SysML v2 Role type: Contractor Location: Remote Commitment: Pay-per- task-based, variable/flexible hours (~15hrs/wk) Project duration: ~ 4 weeks to 3 months About the opportunity micro1 is looking for experienced Model-Based Systems Engineering (MBSE) professionals with expertise in SysML v1 and exposure to SysML v2, or hands-on experience with SysML v2 textual modeling, to support a customer project focused on AI training and evaluation. In this role, you’ll apply your systems engineering knowledge to develop reference models, assess AI-generated SysML v2 outputs, and establish clear standards for technical accuracy and model quality. Your expertise will help evaluate how effectively AI systems interpret engineering requirements, represent complex system architectures, and produce consistent, traceable models. What you’ll do Interpret and translate engineering requirements into accurate SysML v2 textual models, emphasizing model fidelity and traceability. Develop reference solutions and exemplar architectures in SysML v2 to serve as benchmarks for AI evaluation tasks. Create, refine, and document evaluation rubrics to assess the quality and correctness of SysML v2 models generated by AI systems. Review, assess, and provide structured feedback on SysML v2 models, ensuring technical accuracy and adherence to modeling best practices. Analyze requirements, Concepts of Operations (ConOps), Interface Control Documents (ICDs), and architectural specifications to inform modeling efforts. Collaborate asynchronously through written and verbal communication to clarify project deliverables and resolve technical ambiguities. Required qualifications Professional experience in systems engineering, with hands-on expertise in SysML v1 and some exposure to SysML v2, or demonstrated experience with SysML v2 textual modeling. Ability to interpret engineering requirements and translate them into technically accurate system models. Understanding of model-based systems engineering principles, requirements traceability, and system architecture. Preferred qualifications Strong understanding of requirements engineering, system architecture, interface control, and model traceability. Experience working with ConOps, ICDs, and other foundational systems engineering documentation. Strong technical writing and communication skills, particularly in remote or asynchronous environments. Experience in complex engineering domains such as aerospace, space, defense, automotive, maritime, or communications. Familiarity with model verification, technical review, evaluation rubric development, or model quality assessment. Exposure to AI, machine learning, or data-driven engineering projects. Engagement details Contract type: Contractor engagement. Location: Remote. Work structure: Project or task-based, with variable hours depending on project needs. Duration: Initial pilot expected to last approximately 4 weeks to 3 months. Application process Candidates will complete an AI interview as part of the application process.

Source pay statements: 55–120 per hour; currency unknown

Source restriction statements: Role Title: NDT Subject Matter Expert – Laser Shearography (Level II / Level III) Role Type: Contractor Location: Remote micro1 is engaging NDT Subject Matter Experts – Laser Shearography (Level II / Level III) to support a customer's advanced aerospace inspection project. · Collaborate remotely with project managers and technical stakeholders via clear, professional written and verbal communication. · Preferred Qualifications Current ASNT / NAS 410 / ISO 9712 Level II or Level III certification in Laser Shearography or related NDT methods.

Source description: Role Title: NDT Subject Matter Expert – Laser Shearography (Level II / Level III) Role Type: Contractor Location: Remote micro1 is engaging NDT Subject Matter Experts – Laser Shearography (Level II / Level III) to support a customer's advanced aerospace inspection project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Conduct rigorous manual analysis of laser shearography data, including fringe patterns and interferograms, to identify and characterize composite material defects. Review and interpret technical case papers, test logs, and inspection limits for aerospace applications using NDT standards. Evaluate and document defect types, severity, and potential impact on composite structures, providing detailed rationale for decisions. Deliver comprehensive written feedback on inspection findings, supporting the development and refinement of technical protocols. Collaborate remotely with project managers and technical stakeholders via clear, professional written and verbal communication. Ensure that all assessments and reviews are completed without the aid of AI tools, maintaining the highest standard of manual inspection integrity. Preferred Qualifications Current ASNT / NAS 410 / ISO 9712 Level II or Level III certification in Laser Shearography or related NDT methods. Extensive hands-on experience with laser shearography, particularly in aerospace or advanced composite inspection scenarios. Demonstrated expertise interpreting shearography fringe patterns and optical interferometry data for defect evaluation. Strong analytical skills in defect identification, root cause analysis, and reporting within stringent aerospace standards. Exceptional written and verbal communication abilities, including technical documentation and collaborative problem-solving. Familiarity with industry best practices for non-destructive inspection of composite materials. Experience providing technical guidance or quality engineering for similar NDT projects – direct inspection or review background is highly valued.

Source pay statements: 40–100 per hour; currency unknown

Source restriction statements: Role Title: Federal Budget Analyst Role Type: Contractor Location: Remote micro1 is engaging Federal Budget Analysts to contribute to a customer's project focused on budget formulation and execution within the federal sector. · Preferred Qualifications 5+ years of federal budget experience at about the GS-11/12 level or higher, in GS-0560, 0501, 0510, or comparable roles.

Source description: Role Title: Federal Budget Analyst Role Type: Contractor Location: Remote micro1 is engaging Federal Budget Analysts to contribute to a customer's project focused on budget formulation and execution within the federal sector. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. Scope of Work Create realistic training examples of federal budget justification materials, including narratives, exhibits, and supporting analyses. Write sample responses to OMB passback with clear, well-supported analysis, and annotate the reasoning behind each choice. Document mid-year reprogramming scenarios, noting which actions require higher-level approval and how they stay consistent with spend plans. Build worked examples that compare actual expenditures against planned obligations, evaluate fund availability, and explain variances. Walk through year-end closeout step by step, including reconciliation with accounting records and resolution of discrepancies. Write guidance on funding types, budget changes, and compliance requirements, drawing on how experienced analysts advise program managers. Produce templates, process walkthroughs, and annotated examples that capture how federal budget work is actually done. Review AI-generated budget content for accuracy, realism, and compliance, and explain what is wrong or missing so it can be corrected. Preferred Qualifications 5+ years of federal budget experience at about the GS-11/12 level or higher, in GS-0560, 0501, 0510, or comparable roles. Experience with budget formulation, execution, and funds control. Experience with OMB submissions, reprogramming, and year-end closeout. Familiarity with federal accounting and budget execution systems. Financial management certification (DoD FM, CGFM, or similar) a plus.

Source pay statements: 60–85 per hour; currency unknown

Source restriction statements: Role Title: Graphic Designer Role Type: Contractor Location: United States (Remote) micro1 is engaging Graphic Designers to contribute their creative and technical expertise to a unique project focused on evaluating and enhancing AI-generated images. · This opportunity is ideal for those who excel in visual analysis, detailed critique, and clear communication, leveraging both original creations and digital photography skills to advance the state of AI image modeling. · Scope of Work - Upload your own original photographic content through a secure digital platform. · Preferred Qualifications - Demonstrated background in graphic design, photography, digital imaging, photo editing, or a related creative discipline. · - Experience with image evaluation, annotation, or quality assurance for digital or AI-driven projects is preferred.

Source description: Role Title: Graphic Designer Role Type: Contractor Location: United States (Remote) micro1 is engaging Graphic Designers to contribute their creative and technical expertise to a unique project focused on evaluating and enhancing AI-generated images. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is ideal for those who excel in visual analysis, detailed critique, and clear communication, leveraging both original creations and digital photography skills to advance the state of AI image modeling. Scope of Work - Upload your own original photographic content through a secure digital platform. - Systematically compare your images with AI-generated counterparts, noting differences and identifying visual flaws or artifacts. - Utilize your technical vocabulary to document findings regarding image quality, lighting, composition, perspective, texture, and potential anomalies. - Provide clear, concise written feedback on detected issues, ensuring accuracy in your descriptions. - Participate in iterative review cycles, revisiting images and adjusting feedback based on evolving project guidelines. - Collaborate through written and verbal channels for clarification, discussion, and knowledge sharing as needed. - Maintain profile information to support project tracking and communication. Preferred Qualifications - Demonstrated background in graphic design, photography, digital imaging, photo editing, or a related creative discipline. - Exceptional eye for detail and a meticulous, methodical working style. - Strong written English skills, with the ability to communicate findings clearly, free from spelling or grammar errors. - Experience with image evaluation, annotation, or quality assurance for digital or AI-driven projects is preferred.

Source pay statements: 21–35 per hour; currency unknown

Source restriction statements: Role Title: Federal Grants Management Specialist Role Type: Contractor Location: Remote micro1 is engaging Federal Grants Management Specialists to support an important customer project requiring domain expertise in federal grants and compliance. · Scope of Work Draft federal funding announcements and Notices of Funding Opportunity (NOFOs), defining program objectives, eligibility requirements, application instructions, and evaluation criteria. · Review and score federal grant applications, assessing eligibility, project merit, budget justifications, and alignment with funding requirements. · Preferred Qualifications Proven professional experience in federal grants management, particularly in GS-1109 positions or equivalent federal, state, or local government grant administration roles. · Commitment to customer service and effective collaboration in a remote environment.

Source description: Role Title: Federal Grants Management Specialist Role Type: Contractor Location: Remote micro1 is engaging Federal Grants Management Specialists to support an important customer project requiring domain expertise in federal grants and compliance. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. Scope of Work Draft federal funding announcements and Notices of Funding Opportunity (NOFOs), defining program objectives, eligibility requirements, application instructions, and evaluation criteria. Review and score federal grant applications, assessing eligibility, project merit, budget justifications, and alignment with funding requirements. Prepare formal grant monitoring findings, identifying compliance deficiencies, supporting evidence, applicable regulations, and recommended corrective actions. Review and annotate grant applications, award documents, budgets, and compliance reports to develop high-quality AI training materials. Evaluate AI-generated grants management outputs for regulatory accuracy, procedural correctness, and adherence to federal requirements, including 2 CFR Part 200 (Uniform Guidance). Develop realistic grant management scenarios, reference answers, and evaluations covering pre-award, award, and post-award processes. Preferred Qualifications Proven professional experience in federal grants management, particularly in GS-1109 positions or equivalent federal, state, or local government grant administration roles. Hands-on experience drafting funding notices, reviewing and scoring applications, and documenting monitoring or audit findings. Strong knowledge of federal grants processes, compliance standards, and reporting requirements. Excellent written and verbal communication skills, with an emphasis on clarity and technical accuracy. Commitment to customer service and effective collaboration in a remote environment. Prior experience with AI training, model evaluation, or content review is a plus.

Source pay statements: 60–85 per hour; currency unknown

Source restriction statements: Role Title: Federal Criminal Investigator Role Type: Contractor Location: Remote micro1 is engaging Federal Criminal Investigators to participate in an innovative project with a leading client. · Preferred Qualifications Extensive experience as a Federal Criminal Investigator, particularly in the GS-1811 Criminal Investigator or GS-1801 General Inspection, Investigation, Enforcement, and Compliance series.

Source description: Role Title: Federal Criminal Investigator Role Type: Contractor Location: Remote micro1 is engaging Federal Criminal Investigators to participate in an innovative project with a leading client. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. This engagement calls for professionals with a deep understanding of federal criminal investigations, including case documentation, evidence assessment, and procedural compliance. Contributors will influence the development of AI by providing authentic insights grounded in actual investigative processes. Scope of Work Review and evaluate realistic federal criminal investigation scenarios for accuracy, clarity, and procedural integrity. Provide detailed written and verbal feedback explaining investigative strategies, decision-making processes, and risk assessments. Document investigative steps, case management workflows, and compliance measures using your expertise in GS-1811 or GS-1801 roles. Assess documentation for adherence to criminal law, evidentiary standards, and ethical considerations. Support the design of AI learning materials by validating and updating content based on real-world federal investigation practices. Collaborate with project managers and fellow contributors to discuss findings, clarify requirements, and ensure quality of deliverables. Identify gaps in case documentation or investigative logic, recommending improvements for enhanced AI performance. Preferred Qualifications Extensive experience as a Federal Criminal Investigator, particularly in the GS-1811 Criminal Investigator or GS-1801 General Inspection, Investigation, Enforcement, and Compliance series. Strong command of criminal law, investigative procedures, and federal regulatory frameworks. Proven background in complex casework, including evidence handling, witness interviews, and case documentation. Exceptional written and verbal communication skills, with the ability to explain nuanced investigative concepts to varied audiences. Demonstrated stress tolerance and adaptability when working with sensitive or challenging material. Experience participating in or supporting training, compliance, or AI/data annotation projects is a plus.

Source pay statements: 70–100 per hour; currency unknown

Source restriction statements: Role Title: Federal IT Specialist Role Type: Contractor Location: Remote micro1 is engaging Federal IT Specialists to contribute expertise to a customer’s project focused on federal IT operations and AI training. · Preferred Qualifications 5+ years of experience in federal IT roles (GS-2210 or equivalent), with demonstrated success in hardware repair, network administration, and incident response.

Source description: Role Title: Federal IT Specialist Role Type: Contractor Location: Remote micro1 is engaging Federal IT Specialists to contribute expertise to a customer’s project focused on federal IT operations and AI training. In this role, you'll apply your expertise to help train next-generation AI systems. The engagement centers on evaluating and improving AI understanding of federal IT deliverables, with an emphasis on GS-2210 activities, incident response, information security compliance, and technical documentation. You will leverage your hands-on experience in hardware repair, network administration, and incident management to assess and enhance AI outputs based on authentic federal IT scenarios. Scope of Work Review, analyze, and provide expert feedback on AI-generated content related to federal IT processes, including ATO package reviews, IT investment business cases, incident reports, and privacy impact assessments. Diagnose and resolve complex hardware, software, network, and application incidents generated by AI, reflecting realistic federal environments. Contribute actionable insights to technical guidance and training resources for AI model development, ensuring accuracy in federal IT contexts. Evaluate and refine technical documentation, system configurations, and security controls generated by AI systems. Support incident response simulations and use-case evaluations to improve AI model performance in detecting and addressing security incidents. Assess AI outputs for alignment with federal cybersecurity, privacy, and information assurance requirements. Preferred Qualifications 5+ years of experience in federal IT roles (GS-2210 or equivalent), with demonstrated success in hardware repair, network administration, and incident response. Proven track record in information security implementation and compliance within federal frameworks (e.g., FISMA, NIST). Expertise in diagnosing and troubleshooting heterogeneous IT environments (hardware, software, network, applications). Experience preparing or reviewing federal documentation: ATO packages, privacy impact assessments, incident reports, or IT investment business cases. Commitment to upholding data integrity, security, and privacy in all deliverables and project activities.

Source pay statements: 80–105 per hour; currency unknown

Source restriction statements: Role Title: English Voice Expert (US) Role Type: Contractor Location: Remote micro1 is engaging English Voice Experts (US) to contribute to a dynamic customer project focused on language data and AI advancement. · Preferred Qualifications Must be a native English speaker based in the United States. · Background in voice specialization, linguistics, phonetics, music/audio engineering, or related fields is prefered.

Source description: Role Title: English Voice Expert (US) Role Type: Contractor Location: Remote micro1 is engaging English Voice Experts (US) to contribute to a dynamic customer project focused on language data and AI advancement. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This is an exciting opportunity to utilize your voice skills in an innovative context where your written and verbal communication abilities will be highly valued. Scope of Work Listen to audio clips in English and evaluate the nativeness and fluency of the speaker or model output. Assess pronunciation, intonation, and linguistic authenticity according to established guidelines. Document your assessments with clear, concise written feedback in English, noting key linguistic factors. Provide detailed justifications for each evaluation to ensure clarity and consistency in results. Collaborate with project coordinators to clarify requirements or address ambiguities in language content. Contribute insights to help improve AI model performance in English language understanding and generation. Ensure timely and accurate completion of assigned audio review tasks, maintaining high standards of quality. Preferred Qualifications Must be a native English speaker based in the United States. Native-level proficiency in English, with clear enunciation and natural fluency. Minimum B2 level proficiency in English, especially for written and verbal communication. Background in voice specialization, linguistics, phonetics, music/audio engineering, or related fields is prefered. Experience with audio analysis, transcription, or linguistic assessment is highly valued. Strong attention to detail and ability to articulate nuanced language differences. Excellent written and verbal communication skills, with a focus on clarity and accuracy. Familiarity with media, communications, or teaching is considered an asset.

Source pay statements: 30–65 per hour; currency unknown

Source restriction statements: Role Title: Coding Author Role Type: Contractor Location: US - Remote micro1 is engaging Coding Authors (CCS / CIC / CPC certified) to contribute their expertise to a dynamic project for a valued customer. · Preferred Qualifications Active AHIMA Certified Coding Specialist (CCS), AAPC Certified Inpatient Coder (CIC), or AAPC Certified Professional Coder (CPC) credential.

Source description: Role Title: Coding Author Role Type: Contractor Location: US - Remote micro1 is engaging Coding Authors (CCS / CIC / CPC certified) to contribute their expertise to a dynamic project for a valued customer. In this role, you’ll apply your coding expertise to create the training material that helps next-generation AI systems learn, reason, and perform. Your work will shape how models understand real-world medical coding. No prior experience in AI is required, your domain knowledge is what matters. Scope of Work Author realistic medical coding scenarios, clinical documentation excerpts, and coding questions across inpatient, outpatient, and professional fee settings, with accurate ICD-10-CM, ICD-10-PCS, CPT, and HCPCS code assignment. Write detailed answer keys and rationales that explain code selection, sequencing, modifiers, and Present on Admission (POA) indicators, citing the relevant official guidelines and coding conventions. Build evaluation rubrics and test cases of varying difficulty, including complex and ambiguous documentation, to assess how well AI models apply coding rules. Review and revise existing coding content for accuracy, clarity, and alignment with current ICD-10-CM/PCS Official Guidelines, AHA Coding Clinic, and CPT guidance. Collaborate with project stakeholders using both written and verbal communication to clarify requirements, resolve documentation ambiguities, and ensure data integrity. Deliver high-quality feedback on coding guidelines and complex cases to support project workflow improvements and enhance AI model understanding. Preferred Qualifications Active AHIMA Certified Coding Specialist (CCS), AAPC Certified Inpatient Coder (CIC), or AAPC Certified Professional Coder (CPC) credential. Thorough expertise in ICD-10-CM, ICD-10-PCS, and CPT, with hands-on coding experience in a hospital, physician practice, or coding audit setting. Experience writing or reviewing coding content, such as training materials, audit findings, coder education, or exam preparation. Ability to explain complex coding decisions clearly and concisely in writing. Strong written and verbal communication skills, demonstrating meticulous attention to detail and clarity. Access to current ICD-10-CM, ICD-10-PCS, and CPT code sets and Official Coding Guidelines.

Source pay statements: 50–70 per hour; currency unknown

Source restriction statements: Role Title: Medical Records Coders Role Type: Contractor Location: US - Remote micro1 is engaging Medical Records Coders (CCS / CIC / CPC certified) to contribute their expertise to a dynamic project for a valued customer. · Preferred Qualifications Active AHIMA Certified Coding Specialist (CCS), AAPC Certified Inpatient Coder (CIC), or AAPC Certified Professional Coder (CPC) credential.

Source description: Role Title: Medical Records Coders Role Type: Contractor Location: US - Remote micro1 is engaging Medical Records Coders (CCS / CIC / CPC certified) to contribute their expertise to a dynamic project for a valued customer. In this role, you’ll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required, your domain knowledge is what matters. Scope of Work Annotate and review medical records, including encounter notes, progress notes, operative reports, consults, lab and imaging results, and discharge summaries, ensuring precise ICD-10-CM, ICD-10-PCS, CPT, and HCPCS code assignment based on documentation. Identify principal and secondary diagnoses, sequence codes according to guidelines, and assign modifiers and Present on Admission (POA) indicators where applicable, to verify and enrich data sets. Apply coding conventions and payer-neutral best practices, including the Official Guidelines for Coding and Reporting and AHA Coding Clinic guidance, while flagging documentation gaps and query opportunities. Collaborate with project stakeholders using both written and verbal communication to clarify requirements, resolve documentation ambiguities, and ensure data integrity. Deliver high-quality feedback on coding guidelines and complex cases to support project workflow improvements and enhance AI model understanding. Ensure accuracy and completeness of all coding-related annotations per current best practices and coding standards. Preferred Qualifications Active AHIMA Certified Coding Specialist (CCS), AAPC Certified Inpatient Coder (CIC), or AAPC Certified Professional Coder (CPC) credential. Thorough expertise in ICD-10-CM, ICD-10-PCS, and CPT, with hands-on experience coding from medical records. Experience coding across settings such as acute care, outpatient, emergency department, and physician practice. Proficiency in reviewing and coding various types of clinical documentation and addressing complex coding challenges. Strong written and verbal communication skills, demonstrating meticulous attention to detail and clarity. Access to current ICD-10-CM, ICD-10-PCS, and CPT code sets and Official Coding Guidelines.

Source pay statements: 50–70 per hour; currency unknown

Source restriction statements: Role Title: Medical Chart Reviewer Role Type: Contractor Location : US - Remote micro1 is engaging Medical Chart Reviewers (CCS / CIC / CPC certified, or RN / clinical background) to contribute their expertise to a dynamic project for a valued customer. · Preferred Qualifications Active AHIMA Certified Coding Specialist (CCS), AAPC Certified Inpatient Coder (CIC), AAPC Certified Professional Coder (CPC), or an RN / clinical credential with chart review or CDI experience.

Source description: Role Title: Medical Chart Reviewer Role Type: Contractor Location : US - Remote micro1 is engaging Medical Chart Reviewers (CCS / CIC / CPC certified, or RN / clinical background) to contribute their expertise to a dynamic project for a valued customer. In this role, you’ll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required, your domain knowledge is what matters. Scope of Work Review and audit medical charts, including admission notes, progress notes, operative reports, consults, lab and imaging results, and discharge summaries, to verify the accuracy and completeness of documentation and assigned codes. Validate diagnosis and procedure coding, sequencing, Present on Admission (POA) indicators, and MS-DRG assignment against the clinical documentation, identifying under-coding, over-coding, and missed CCs and MCCs. Apply clinical and coding standards, including the ICD-10-CM/PCS Official Guidelines for Coding and Reporting, AHA Coding Clinic guidance, and clinical validation criteria, while flagging documentation gaps and query opportunities. Collaborate with project stakeholders using both written and verbal communication to clarify requirements, resolve documentation ambiguities, and ensure data integrity. Deliver high-quality feedback on charts, coding guidelines, and complex cases to support project workflow improvements and enhance AI model understanding. Ensure accuracy and completeness of all review findings per current best practices and coding standards. Preferred Qualifications Active AHIMA Certified Coding Specialist (CCS), AAPC Certified Inpatient Coder (CIC), AAPC Certified Professional Coder (CPC), or an RN / clinical credential with chart review or CDI experience. Thorough expertise in ICD-10-CM, ICD-10-PCS, and MS-DRG methodology, with hands-on experience in chart review, coding audit, or clinical documentation improvement (CDI). Experience reviewing charts in diverse settings, such as acute care, teaching hospitals, specialty units, surgical, trauma, oncology, cardiology, and transplant cases. Proficiency in reviewing various types of clinical documentation and identifying discrepancies or complex coding challenges. Strong written and verbal communication skills, demonstrating meticulous attention to detail and clarity. Access to current ICD-10-CM and ICD-10-PCS code sets, Official Coding Guidelines, and MS-DRG grouper tools.

Source pay statements: 50–70 per hour; currency unknown

Source restriction statements: Role Title: Veterans Service Representative Role Type: Contractor Location: Remote micro1 is engaging Veterans Service Representatives to participate in an innovative customer project. · Preferred Qualifications Proven expertise as a Veterans Service Representative or equivalent, with strong experience in benefit determination and evidence gathering.

Source description: Role Title: Veterans Service Representative Role Type: Contractor Location: Remote micro1 is engaging Veterans Service Representatives to participate in an innovative customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. Scope of Work Review and analyze AI-generated disability compensation claims, ensuring comprehensive evaluation of evidence and adherence to established regulatory guidelines. Assess AI-generated medical documentation and determine its impact on existing disability claims, weighing complex evidence accurately. Complete detailed benefit determinations and document rationales with clarity and precision for AI training. Conduct quality assurance reviews of AI-generated claims decisions, pinpointing inconsistencies or errors according to VA standards. Utilize specialized systems such as VBMS to access, update, and manage claim files and supporting documentation. Simulate higher-level review decisions, providing expertise on appeals and supplemental claim processes for AI training. Deliver constructive written and verbal feedback to enhance AI model training accuracy and effectiveness. Preferred Qualifications Proven expertise as a Veterans Service Representative or equivalent, with strong experience in benefit determination and evidence gathering. Familiarity with GS-0996: Veterans Claims Examining, GS-0105: Social Insurance Administration, or GS-0512: Internal Revenue Agent functions. Demonstrated skill evaluating disability compensation and conducting claim ratings in a regulated environment. Experience using VBMS or similar claims management platforms. Background in quality assurance for claims or similar processes within federal, state, or related agencies. Ability to synthesize complex information and present informed decisions for higher-level review processes.

Source pay statements: 60–85 per hour; currency unknown

Source restriction statements: Role Title: Student Loan Specialist Role Type: Contractor Location: United States ( Remote) Time Commitment: 15-25 hours/week, short-term project micro1 is looking for Student Loan Specialists to help evaluate and improve AI systems on federal student loan topics. · Preferred Qualifications At least one year of direct experience advising borrowers on federal student loans in contexts such as nonprofit counseling, college/university financial aid offices, loan servicing, or default management. · Comfort participating in a remote, asynchronous project and providing actionable, detailed input via digital platforms. · US residency and familiarity with current federal student loan regulations and practices.

Source description: Role Title: Student Loan Specialist Role Type: Contractor Location: United States ( Remote) Time Commitment: 15-25 hours/week, short-term project micro1 is looking for Student Loan Specialists to help evaluate and improve AI systems on federal student loan topics. You’ll use your borrower counseling experience to check that questions sound like ones real borrowers would ask and that answers are correct and useful. Accuracy comes first. No AI experience required; your domain knowledge is what matters. Scope of Work Review sample federal student loan questions, identifying and flagging those that do not reflect real-world borrower inquiries. Draft and refine rubrics that outline what constitutes accurate and comprehensive answers to repayment, forgiveness, and relief program topics, such as income-driven repayment (IDR) plans and Public Service Loan Forgiveness (PSLF). Expand rubric coverage to include loan servicing challenges, deferment, forbearance, and default management scenarios. Evaluate AI-generated answers using your rubrics, thoroughly checking for inaccuracies, missing details, or outdated guidance. Provide concise, constructive written feedback to the project team asynchronously, supporting ongoing improvements to answer quality. Spot and communicate instances of incorrect guidance, ambiguous borrower communication, or problematic servicing advice. Collaborate with other experts as needed to ensure rubrics and feedback reflect current federal student loan practices. Preferred Qualifications At least one year of direct experience advising borrowers on federal student loans in contexts such as nonprofit counseling, college/university financial aid offices, loan servicing, or default management. Demonstrated expertise with federal loan repayment strategies, income-driven repayment (IDR) plans, forgiveness programs (such as PSLF), deferment, forbearance, and default resolution. Practical knowledge of loan servicing operations, servicer-related challenges, and strategies for communicating with borrowers effectively. Strong written and verbal communication skills, including the ability to convey technical guidance clearly and efficiently. Experience reviewing or developing guidance documents, rubrics, or training materials in the student loan field. Comfort participating in a remote, asynchronous project and providing actionable, detailed input via digital platforms. US residency and familiarity with current federal student loan regulations and practices.

Source pay statements: 30–50 per hour; currency unknown

Source restriction statements: Role: Engineering PhD Opportunity Snapshot Pay: $80–95/hour Duration: Short-term pilot — approximately 2–3 weeks Project kickoff: Ideally end of week( November 8th) Location: Fully remote You’ll need: PhD or PhD candidate in electrical, mechanical, chemical, industrial, or aerospace engineering Your tasks: Build technical problems from real engineering workflows and define what makes an answer correct This is a short pilot, roughly 2–3 weeks, focused on real engineering workflows: the problems you’d actually encounter in your research or practice, not textbook exercises. · Degree from a strong research institution is preferred.

Source description: Role: Engineering PhD Opportunity Snapshot Pay: $80–95/hour Duration: Short-term pilot — approximately 2–3 weeks Project kickoff: Ideally end of week( November 8th) Location: Fully remote You’ll need: PhD or PhD candidate in electrical, mechanical, chemical, industrial, or aerospace engineering Your tasks: Build technical problems from real engineering workflows and define what makes an answer correct This is a short pilot, roughly 2–3 weeks, focused on real engineering workflows: the problems you’d actually encounter in your research or practice, not textbook exercises. You’ll build those problems, provide the correct analysis, and define what separates a right answer from one that only looks right. What you’ll do Design technical problems drawn from real engineering work in your field, with realistic constraints and supporting data. Provide the correct solution and walk through the reasoning that gets there. Define objective criteria for correctness, so another engineer reviewing the work would reach the same verdict. Review problems built by other contributors for technical accuracy and soundness of method. Flag problems that turn out to be ambiguous or ungradable rather than submitting them. What we’re looking for PhD, or PhD candidate, in electrical, mechanical, chemical, industrial, or aerospace engineering. Degree from a strong research institution is preferred. Hands-on research or practice experience — problems you worked on yourself, not ones you read about. Able to explain why an answer is correct clearly enough that another engineer could verify it. Publications or a record of technical contribution is a plus. AI or LLM evaluation experience is a plus, but not required. How the selection process works Apply and complete the screening questions Complete the AI interview for this role — it’s how your expertise gets in front of the client Profile review Onboarding — our Talent Ops team will get you set up Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts who are ready to begin immediately. If selected, you will be expected to start your first task within 24–48 hours of completing onboarding.

Source pay statements: 80–95 per hour; currency unknown

Requirements: Substantial professional experience as a Principal Systems Engineer, Lead Systems Engineer, or in a comparable technical leadership role. · Proven experience leading complex engineering projects involving multiple technical disciplines. · Strong expertise in requirements engineering, interface management, system integration, and verification and validation. · English proficiency at B2 level or higher

Source restriction statements: Role Title: Principal / Lead Systems Engineer Role Type: Contractor Location: Remote - US-based preferred; candidates with strong relevant experience worldwide considered. · English proficiency at B2 level or higher Preferred Qualifications A relevant master's degree or PhD in Systems Engineering, Mechanical Engineering, Electrical Engineering, Computer Engineering, or a related field.

Source description: Role Title: Principal / Lead Systems Engineer Role Type: Contractor Location: Remote - US-based preferred; candidates with strong relevant experience worldwide considered. micro1 is looking for experienced Principal or Lead Systems Engineers to support an AI training project focused on complex, real-world engineering workflows. In this role, you will draw on your experience leading multidisciplinary engineering projects to design realistic tasks, coordinate contributions from domain experts, and define clear technical objectives and evaluation criteria. Your expertise will help improve how AI systems plan, execute, and validate engineering work. Scope of Work Design realistic engineering projects involving multiple disciplines, such as mechanical, electrical, hardware, software, and manufacturing. Translate project objectives into clear requirements, technical constraints, and measurable acceptance criteria. Break complex projects into connected tasks with defined inputs, deliverables, dependencies, and expert responsibilities. Requirements Substantial professional experience as a Principal Systems Engineer, Lead Systems Engineer, or in a comparable technical leadership role. Proven experience leading complex engineering projects involving multiple technical disciplines. Strong expertise in requirements engineering, interface management, system integration, and verification and validation. English proficiency at B2 level or higher Preferred Qualifications A relevant master's degree or PhD in Systems Engineering, Mechanical Engineering, Electrical Engineering, Computer Engineering, or a related field. Experience with model-based systems engineering, SysML, or requirements management tools. Experience leading projects from initial requirements through integration, testing, and delivery. Experience in aerospace, automotive, robotics, industrial systems, medical devices, or other complex engineering environments.

Source pay statements: 150–300 per hour; currency unknown

Requirements: Substantial professional experience as a Systems Architect, Chief Systems Architect, or in a comparable technical leadership role. · Proven experience owning the architecture of complex engineering systems and leading multidisciplinary technical teams. · Strong expertise in system architecture design, technical trade studies, interface management, and architecture reviews. · English proficiency at B2 level or higher.

Source restriction statements: Role Title: Systems Architect / Chief Systems Architect Role Type: Contractor Location: Remote - US-based preferred; candidates with strong relevant experience worldwide considered. · Preferred Qualifications A relevant master's degree or PhD in Systems Engineering, Mechanical Engineering, Electrical Engineering, Computer Engineering, or a related field.

Source description: Role Title: Systems Architect / Chief Systems Architect Role Type: Contractor Location: Remote - US-based preferred; candidates with strong relevant experience worldwide considered. micro1 is looking for experienced Systems Architects or Chief Systems Architects to support an AI training project focused on complex, real-world engineering workflows. In this role, you will draw on your experience defining system architectures and leading multidisciplinary engineering teams to design realistic tasks, coordinate contributions from domain experts, and establish clear technical objectives and evaluation criteria. Your expertise will help improve how AI systems reason about architecture, interfaces, dependencies, and engineering trade-offs. Scope of Work Design realistic engineering projects requiring architectural decisions across multiple disciplines, such as mechanical, electrical, hardware, software, and manufacturing. Translate project objectives into system architectures with defined boundaries, subsystem responsibilities, interfaces, and technical constraints. Break complex architectural problems into connected tasks with defined inputs, deliverables, dependencies, and expert responsibilities. Requirements Substantial professional experience as a Systems Architect, Chief Systems Architect, or in a comparable technical leadership role. Proven experience owning the architecture of complex engineering systems and leading multidisciplinary technical teams. Strong expertise in system architecture design, technical trade studies, interface management, and architecture reviews. English proficiency at B2 level or higher. Preferred Qualifications A relevant master's degree or PhD in Systems Engineering, Mechanical Engineering, Electrical Engineering, Computer Engineering, or a related field. Experience with model-based systems engineering, SysML, or architecture modeling tools. Experience guiding system architectures from initial concept through implementation, integration, and deployment. Experience in aerospace, automotive, robotics, industrial systems, medical devices, or other complex engineering environments.

Source pay statements: 150–300 per hour; currency unknown

Requirements: Substantial professional experience as a Chief Engineer, Senior Mechanical Engineer, or in a comparable technical leadership role. · Proven experience leading complex engineering projects involving multiple technical disciplines. · Strong expertise in mechanical design and analysis, design for manufacture and assembly, and technical verification through testing and root-cause analysis. · English proficiency at B2 level or higher.

Source restriction statements: Role Title: Chief Engineer / Senior Mechanical Engineer Role Type: Contractor Location: Remote - US-based preferred; candidates with strong relevant experience worldwide considered. · Preferred Qualifications A relevant master's degree or PhD in Mechanical Engineering or a related engineering field.

Source description: Role Title: Chief Engineer / Senior Mechanical Engineer Role Type: Contractor Location: Remote - US-based preferred; candidates with strong relevant experience worldwide considered. micro1 is looking for experienced Chief Engineers or Senior Mechanical Engineers to support an AI training project focused on complex, real-world engineering workflows. In this role, you will draw on your experience leading multidisciplinary engineering projects to design realistic tasks, coordinate contributions from domain experts, and define clear technical objectives and evaluation criteria. Your expertise will help improve how AI systems approach mechanical design, engineering analysis, and technical project execution. Scope of Work Design realistic engineering projects involving mechanical design, engineering analysis, manufacturing, and testing, with contributions from other relevant disciplines. Translate project objectives into clear design requirements, operating constraints, and measurable acceptance criteria. Break complex engineering problems into connected tasks with defined inputs, deliverables, dependencies, and expert responsibilities. Requirements Substantial professional experience as a Chief Engineer, Senior Mechanical Engineer, or in a comparable technical leadership role. Proven experience leading complex engineering projects involving multiple technical disciplines. Strong expertise in mechanical design and analysis, design for manufacture and assembly, and technical verification through testing and root-cause analysis. English proficiency at B2 level or higher. Preferred Qualifications A relevant master's degree or PhD in Mechanical Engineering or a related engineering field. Experience with CAD, finite element analysis, or other relevant engineering simulation tools. Experience leading projects from initial concept through detailed design, manufacturing, testing, and delivery. Experience in aerospace, automotive, robotics, industrial equipment, energy, medical devices, or other complex engineering environments.

Source pay statements: 200–300 per hour; currency unknown

Source restriction statements: Role Title: Photo and Visual Editors Role Type: Contractor Location: Remote Opportunity Snapshot Pay: $55 - $100 per hour Location: Fully Remote, Worldwide You’ll need: Professional experience selecting, editing or retouching images for publication, clients or brands Your tasks: Review images, choose the best ones, correct technical problems and explain your decisions in writing You’ll review and edit images and judge their quality, accuracy and fit for a purpose.

Source description: Role Title: Photo and Visual Editors Role Type: Contractor Location: Remote Opportunity Snapshot Pay: $55 - $100 per hour Location: Fully Remote, Worldwide You’ll need: Professional experience selecting, editing or retouching images for publication, clients or brands Your tasks: Review images, choose the best ones, correct technical problems and explain your decisions in writing You’ll review and edit images and judge their quality, accuracy and fit for a purpose. This is a good fit if you work as a photo editor, picture editor, visual editor or retoucher and make decisions about which images to use and how to correct them. Scope of Work Look at sets of images and pick the strongest one for a given purpose. Judge technical quality: exposure, focus, color, noise and cropping. Mark images that were altered in a way that changes what they show. Check that captions and descriptions match what the image actually shows. Write a short explanation for each decision so a reviewer can follow your reasoning. Correct or retouch images following a brief. What we’re looking for Professional work as a photo editor, picture editor, visual editor, retoucher or photo producer. Daily use of professional tools such as Lightroom, Photoshop or Capture One. Experience delivering images to a real audience: print, web, social, broadcast or brand work. Comfort explaining why one image works and another doesn’t. Clear written English. How the selection process works Apply with your resume and a short profile. Complete the editing interview. It is a short conversation about your experience with image selection and editing. You don’t need to prepare, look at anything or write anything. Finishing it is what moves your application forward. Review. We check your experience against what the project needs. Onboarding and first task. If selected, you get the guidelines and start with an initial task, which is reviewed before you continue.

Source pay statements: 50–105 per hour; currency unknown

Source restriction statements: Role Title: Art and Photography Curators Role Type: Contractor Location: Remote Opportunity Snapshot Pay: $55 to $100 per hour Location: Fully remote, worldwide You’ll need: Professional experience curating, acquiring, cataloguing or attributing art or photography for a museum, gallery, auction house, archive or collection Your tasks: Review works and image sets, judge attribution, context and presentation, and explain your decisions in writing You’ll review artworks and photographs and judge them: what they are, where they come from, how they should be shown and described.

Source description: Role Title: Art and Photography Curators Role Type: Contractor Location: Remote Opportunity Snapshot Pay: $55 to $100 per hour Location: Fully remote, worldwide You’ll need: Professional experience curating, acquiring, cataloguing or attributing art or photography for a museum, gallery, auction house, archive or collection Your tasks: Review works and image sets, judge attribution, context and presentation, and explain your decisions in writing You’ll review artworks and photographs and judge them: what they are, where they come from, how they should be shown and described. This is a good fit if you work as a curator, collections specialist, gallery or auction specialist, or photo archivist and make decisions about what to acquire, show or attribute. Scope of Work Look at works or sets of works and decide which fit a given theme, show or collection. Judge attribution, date, medium, edition and print type (for example, vintage vs. later print) from what is shown and described. Flag provenance gaps, doubtful attributions and condition or display risks. Check that titles, labels and descriptions are accurate and fair to the work. Flag rights, consent or ownership issues. Write a short explanation for each decision so a reviewer can follow your reasoning. What we’re looking for Professional work as a curator, assistant curator, collections or exhibitions specialist, gallery director, auction house specialist, art or photo archivist, or registrar. Experience with real decisions: selecting works, attributing them, planning displays or handling loans and acquisitions. For photography: familiarity with prints, editions and photographic processes. Comfort explaining why a work belongs in a show or why an attribution is doubtful. Clear written English. How the selection process works Apply with your resume and a short profile. Complete the curation interview. It is a short conversation about your experience with exhibitions, collections and attribution. You don’t need to prepare, look at anything or write anything. Finishing it is what moves your application forward. Review. We check your experience against what the project needs. Onboarding and first task. If selected, you get the guidelines and start with an initial task, which is reviewed before you continue.

Source pay statements: 50–105 per hour; currency unknown

Source restriction statements: Role Title: Brand and Social Creative Expert Role Type: Contractor Location: Remote Opportunity Snapshot Pay: $55 to $100 per hour Location: Fully remote, worldwide You’ll need: Professional experience creating or directing brand, marketing or social media creative for a company, agency or client Your tasks: Review creative work and briefs, judge quality, brand fit and platform fit, and explain your decisions in writing You’ll review marketing and social media creative work and judge it: what is working, what isn’t, and why.

Source description: Role Title: Brand and Social Creative Expert Role Type: Contractor Location: Remote Opportunity Snapshot Pay: $55 to $100 per hour Location: Fully remote, worldwide You’ll need: Professional experience creating or directing brand, marketing or social media creative for a company, agency or client Your tasks: Review creative work and briefs, judge quality, brand fit and platform fit, and explain your decisions in writing You’ll review marketing and social media creative work and judge it: what is working, what isn’t, and why. This is a good fit if you work as a brand creative, creative strategist, art director, social media creative or content lead and make decisions about what gets published. Scope of Work Look at creative pieces (posts, ads, videos, campaign ideas) and judge which one is stronger for a given goal and audience. Check that a piece fits the brief and the brand’s voice and rules. Judge if a piece fits the platform where it will run. Flag claims, disclosures, rights or policy problems. Write a short explanation for each decision so a reviewer can follow your reasoning. What we’re looking for Professional work as a brand creative, creative strategist, art director, copywriter, social media creative, content lead or creative producer. Experience with real campaigns: briefs, approvals, publishing and results. Familiarity with how at least two major platforms work (for example Instagram, TikTok, YouTube, LinkedIn or paid social). Comfort explaining why one piece works and another doesn’t. Clear written English How the selection process works Apply with your resume and a short profile. Complete the curation interview. It is a short conversation about your experience with exhibitions, collections and attribution. You don’t need to prepare, look at anything or write anything. Finishing it is what moves your application forward. Review. We check your experience against what the project needs. Onboarding and first task. If selected, you get the guidelines and start with an initial task, which is reviewed before you continue.

Source pay statements: 50–105 per hour; currency unknown

Source restriction statements: Role Title: Fashion and Interior Styling Expert Role Type: Contractor Location: Remote Opportunity Snapshot Pay: $55 to $100 per hour Location: Fully remote, worldwide You’ll need: Professional experience styling looks or spaces for editorial, brands, retail, productions or private clients Your tasks: Review looks, rooms and briefs, judge fit, color, proportion and brief match, and explain your decisions in writing You’ll review styling work for fashion and interiors and judge it: what works, what doesn’t, and why.

Source description: Role Title: Fashion and Interior Styling Expert Role Type: Contractor Location: Remote Opportunity Snapshot Pay: $55 to $100 per hour Location: Fully remote, worldwide You’ll need: Professional experience styling looks or spaces for editorial, brands, retail, productions or private clients Your tasks: Review looks, rooms and briefs, judge fit, color, proportion and brief match, and explain your decisions in writing You’ll review styling work for fashion and interiors and judge it: what works, what doesn’t, and why. This is a good fit if you work as a fashion stylist, wardrobe stylist, interior stylist, set stylist or home stylist and make decisions about what goes into a look or a space. Scope of Work Look at outfits or room setups and judge which one is stronger for a given brief, season or client. Check proportion, fit, scale, color and material choices. Flag items that would not work in practice (wrong size, wrong fabric for the use, items that don’t fit the space). Judge if a look or a space fits the brief, budget and setting. Write a short explanation for each decision so a reviewer can follow your reasoning. Write or improve styling briefs, mood descriptions or shopping lists. What we’re looking for Professional work as a fashion stylist, wardrobe stylist, personal stylist, interior stylist, set stylist, prop stylist or home stylist. Experience with real jobs: briefs, sourcing, fittings or installs, and delivery to a client. Comfort explaining why one look or space works and another doesn’t. Clear written English How the selection process works Apply with your resume and a short profile. Complete the curation interview. It is a short conversation about your experience with exhibitions, collections and attribution. You don’t need to prepare, look at anything or write anything. Finishing it is what moves your application forward. Review. We check your experience against what the project needs. Onboarding and first task. If selected, you get the guidelines and start with an initial task, which is reviewed before you continue.

Source pay statements: 50–105 per hour; currency unknown

Source restriction statements: Role Title: Graphic and Editorial Design Expert Role Type: Contractor Location: Remote Opportunity Snapshot Pay: $55 to $100 per hour Location: Fully remote, worldwide You’ll need: Professional experience designing for print, web or publications for a company, studio, publisher or client Your tasks: Review designs and briefs, judge layout, readability and brief match, and explain your decisions in writing You’ll review graphic and editorial design work and judge it: what works, what doesn’t, and why.

Source description: Role Title: Graphic and Editorial Design Expert Role Type: Contractor Location: Remote Opportunity Snapshot Pay: $55 to $100 per hour Location: Fully remote, worldwide You’ll need: Professional experience designing for print, web or publications for a company, studio, publisher or client Your tasks: Review designs and briefs, judge layout, readability and brief match, and explain your decisions in writing You’ll review graphic and editorial design work and judge it: what works, what doesn’t, and why. This is a good fit if you work as a graphic designer, editorial designer, layout designer or art director and make decisions about how a page, a publication or a brand piece looks and reads. Scope of Work Look at designs (posters, covers, page layouts, brand pieces) and judge which one is stronger for a given brief and audience. Check hierarchy, spacing, type choices, color and how text and images work together. Flag problems that would show up in production (wrong format, low resolution, margins, print color). Check that a design fits the brief and the brand or publication style. Write a short explanation for each decision so a reviewer can follow your reasoning. What we’re looking for Professional work as a graphic designer, editorial designer, layout designer, publication designer, art director or brand designer. Daily use of professional tools such as InDesign, Illustrator, Photoshop or Figma. Experience with real jobs: briefs, revisions, production files and delivery to a client or publisher. Comfort explaining why one design works and another doesn’t. Clear written English. How the selection process works Apply with your resume and a short profile. Complete the curation interview. It is a short conversation about your experience with exhibitions, collections and attribution. You don’t need to prepare, look at anything or write anything. Finishing it is what moves your application forward. Review. We check your experience against what the project needs. Onboarding and first task. If selected, you get the guidelines and start with an initial task, which is reviewed before you continue.

Source pay statements: 50–105 per hour; currency unknown

Source restriction statements: Role Title: Photography and Cinematography Expert Role Type: Contractor Location: Remote Opportunity Snapshot Pay: $55 to $100 per hour Location: Fully remote, worldwide You’ll need: Professional experience shooting photo or video for clients, productions, publications or brands Your tasks: Review photo and video work and briefs, judge technical quality, composition and brief match, and explain your decisions in writing You’ll review photo and video work and judge it: what works, what doesn’t, and why.

Source description: Role Title: Photography and Cinematography Expert Role Type: Contractor Location: Remote Opportunity Snapshot Pay: $55 to $100 per hour Location: Fully remote, worldwide You’ll need: Professional experience shooting photo or video for clients, productions, publications or brands Your tasks: Review photo and video work and briefs, judge technical quality, composition and brief match, and explain your decisions in writing You’ll review photo and video work and judge it: what works, what doesn’t, and why. This is a good fit if you work as a photographer, cinematographer, director of photography or camera operator and make decisions about light, framing, camera settings and final delivery. You need professional experience shooting for clients, productions or publications, and clear written English. Scope of Work Look at photos or video clips and judge which one is stronger for a given brief and audience. Check exposure, focus, color, framing, lens choice and camera movement. Flag technical problems that would show up later (noise, flicker, clipped highlights, wrong frame rate or format). Check that the work fits the brief and the intended use (print, web, social, broadcast, film). Write a short explanation for each decision so a reviewer can follow your reasoning. What we’re looking for Professional work as a photographer, cinematographer, director of photography, camera operator or video producer. Experience with real jobs: briefs, shoot days, post-production and delivery to a client. Daily use of professional cameras and editing or grading tools such as Lightroom, Photoshop, DaVinci Resolve or Premiere. Comfort explaining why one shot works and another doesn’t. Clear written English. How the selection process works Apply with your resume and a short profile. Complete the curation interview. It is a short conversation about your experience with exhibitions, collections and attribution. You don’t need to prepare, look at anything or write anything. Finishing it is what moves your application forward. Review. We check your experience against what the project needs. Onboarding and first task. If selected, you get the guidelines and start with an initial task, which is reviewed before you continue.

Source pay statements: 50–105 per hour; currency unknown

Source restriction statements: Role Title: Visual Content Evaluator Role Type: Contractor Location: Remote micro1 is engaging Visual Content Evaluators to support a customer initiative focused on enhancing the quality of AI-generated images. · Scope of Work Upload original images you own that strictly follow provided project specifications. · Compare each original image with its AI-generated counterpart, performing meticulous, side-by-side assessments. · Compose clear, accurate, and concise written descriptions for each identified issue, pinpointing exact locations within the images. · Preferred Qualifications Based in the United States (non-negotiable project requirement).

Source description: Role Title: Visual Content Evaluator Role Type: Contractor Location: Remote micro1 is engaging Visual Content Evaluators to support a customer initiative focused on enhancing the quality of AI-generated images. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Upload original images you own that strictly follow provided project specifications. Compare each original image with its AI-generated counterpart, performing meticulous, side-by-side assessments. Identify and document all visual discrepancies, including subtle flaws in lighting, perspective, texture, anatomy, and color fidelity. Detect and flag common AI image artifacts such as warped hands, smudged surfaces, inconsistent shadows, broken patterns, or misshapen text. Compose clear, accurate, and concise written descriptions for each identified issue, pinpointing exact locations within the images. Consistently apply a high standard of quality assurance by following detailed project guidelines and prioritizing accuracy over speed. Maintain thorough, constructive feedback throughout your evaluations, ensuring actionable insights for model improvement. Preferred Qualifications Based in the United States (non-negotiable project requirement). Exceptional written and verbal communication skills in English, producing error-free feedback and detailed image notes. Keen visual acuity with a proven ability to detect even subtle differences between similar images. Background in photography, digital imaging, graphic design, photo editing, or a closely related discipline, with the precise vocabulary to describe technical visual issues. Understanding of AI image generation processes and typical failure points. Demonstrated experience in image evaluation, data annotation, comparison, or similar visual quality assurance contexts. Reliable, detail-oriented approach with a commitment to careful, comprehensive review on every assignment.

Source pay statements: 25–35 per hour; currency unknown

Source restriction statements: Role Title: Set and Production Design Expert Role Type: Contractor Location: Remote Opportunity Snapshot Pay: $55 to $100 per hour Location: Fully remote, worldwide You’ll need: Professional experience designing, building or decorating sets for film, TV, theatre, events, commercials or photography Your tasks: Review set designs and briefs, judge how well they fit the story, the space and the camera, and explain your decisions in writing You’ll review set and production design work and judge it: what works, what doesn’t, and why.

Source description: Role Title: Set and Production Design Expert Role Type: Contractor Location: Remote Opportunity Snapshot Pay: $55 to $100 per hour Location: Fully remote, worldwide You’ll need: Professional experience designing, building or decorating sets for film, TV, theatre, events, commercials or photography Your tasks: Review set designs and briefs, judge how well they fit the story, the space and the camera, and explain your decisions in writing You’ll review set and production design work and judge it: what works, what doesn’t, and why. This is a good fit if you work as a production designer, set designer, art director or set decorator and make decisions about how a space looks and works for film, TV, theatre, events or photography. You need professional experience designing or building sets for real productions, and clear written English. Scope of Work Look at set designs, room setups or production concepts and judge which one is stronger for a given script, brief or budget. Check scale, layout, sightlines, color, materials and how the space would work for actors and camera. Flag problems that would show up on the day (a set that does not fit the shot, a material that looks fake on camera, items wrong for the period). Check that a design fits the story, the setting and the budget. Write a short explanation for each decision so a reviewer can follow your reasoning. What we’re looking for Professional work as a production designer, set designer, art director, set decorator, assistant art director or theatre designer. Experience with real productions: scripts or briefs, budgets, builds, shoot or install days and working with other departments. Comfort with design tools such as SketchUp, AutoCAD, Vectorworks, Rhino or Photoshop, or strong hand drafting. Not all are required. Comfort explaining why one design works and another doesn’t. Clear written English. How the selection process works Apply with your resume and a short profile. Complete the curation interview. It is a short conversation about your experience with exhibitions, collections and attribution. You don’t need to prepare, look at anything or write anything. Finishing it is what moves your application forward. Review. We check your experience against what the project needs. Onboarding and first task. If selected, you get the guidelines and start with an initial task, which is reviewed before you continue.

Source pay statements: 50–105 per hour; currency unknown

Source restriction statements: Role Title: Art Buying and Photography Representation Expert Role Type: Contractor Location: Remote Opportunity Snapshot Pay: $55 to $100 per hour Location: Fully remote, worldwide You’ll need: Professional experience commissioning, licensing or representing photographers or other visual artists for agencies, brands, publications or studios.

Source description: Role Title: Art Buying and Photography Representation Expert Role Type: Contractor Location: Remote Opportunity Snapshot Pay: $55 to $100 per hour Location: Fully remote, worldwide You’ll need: Professional experience commissioning, licensing or representing photographers or other visual artists for agencies, brands, publications or studios. Your tasks: Review briefs, cost estimates and licensing cases, judge fit, price and usage terms, and explain your decisions in writing. You’ll review briefs, estimates and image licensing situations and judge them: what makes sense, what is missing, and why. This is a good fit if you work as an art buyer, photo buyer, creative producer, photography agent or artist representative and make decisions about who gets hired, at what price and under what usage terms. You need professional experience commissioning or representing photographers or other visual artists, and clear written English. Scope of Work Look at a brief and decide which type of photographer or artist is the best fit. Check cost estimates and flag items that are missing, padded or out of range. Judge whether usage rights (media, territory, time, exclusivity) match what the client needs and what was paid. Flag contract, release, insurance or logistics gaps that would cause problems later. Write a short explanation for each decision so a reviewer can follow your reasoning. What we’re looking for Professional work as an art buyer, photo buyer, creative producer, agency producer, photography agent, artist representative or licensing manager. Experience with real jobs: briefs, estimates, negotiation, contracts and delivery. Working knowledge of image licensing and usage terms. Comfort explaining why one choice or one price makes sense and another doesn’t. Clear written English. How the selection process works Apply with your resume and a short profile. Complete the curation interview. It is a short conversation about your experience with exhibitions, collections and attribution. You don’t need to prepare, look at anything or write anything. Finishing it is what moves your application forward. Review. We check your experience against what the project needs. Onboarding and first task. If selected, you get the guidelines and start with an initial task, which is reviewed before you continue.

Source pay statements: 50–105 per hour; currency unknown

Source restriction statements: Role Title: Video Production Specialist Role Type: Contractor Location: Remote micro1 is engaging Video Production Specialists to contribute to a customer's dynamic project focused on elevating multimedia experiences. · Preferred Qualifications: Extensive experience in all stages of video production, from pre-production planning to post-production editing. · Experience in remote collaboration and virtual project environments.

Source description: Role Title: Video Production Specialist Role Type: Contractor Location: Remote micro1 is engaging Video Production Specialists to contribute to a customer's dynamic project focused on elevating multimedia experiences. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is ideal for visual storytellers who excel at both the technical and creative aspects of video production and have a passion for clear, effective communication in written and verbal forms. Scope of Work: Produce, edit, and deliver high-quality video content according to project specifications and creative briefs. Review and analyze video footage for narrative coherence, visual appeal, and technical accuracy. Provide actionable feedback on video assets to support AI model training and evaluation. Document video production processes, workflows, and best practices using clear written communication. Collaborate virtually with project stakeholders to align on content objectives and creative direction. Curate or source video materials that exemplify various genres, production techniques, and storytelling approaches. Contribute subject matter expertise in video production to inform data labeling, annotation, and system improvements. Preferred Qualifications: Extensive experience in all stages of video production, from pre-production planning to post-production editing. Proficiency with industry-standard video editing software (e.g., Adobe Premiere Pro, Final Cut Pro, DaVinci Resolve). Demonstrated ability to provide clear, concise written and verbal feedback on creative projects. Strong visual storytelling skills, with a portfolio showcasing diverse video content. Familiarity with different video formats, codecs, and distribution platforms. Experience in remote collaboration and virtual project environments. Attention to detail and a proactive approach to identifying and solving production challenges.

Source pay statements: 20–60 per hour; currency unknown

Source restriction statements: Role Title: Senior Protection Engineer (Medium Voltage / Utility Distribution) Role Type: Contractor Location: Remote micro1 is engaging Senior Protection Engineer (Medium Voltage / Utility Distribution) experts to contribute their technical expertise to a customer's project in the utility distribution sector. · Preferred Qualifications Minimum 8 years of hands-on experience in medium-voltage (2.4kV–38kV) protection engineering within U.S.

Source description: Role Title: Senior Protection Engineer (Medium Voltage / Utility Distribution) Role Type: Contractor Location: Remote micro1 is engaging Senior Protection Engineer (Medium Voltage / Utility Distribution) experts to contribute their technical expertise to a customer's project in the utility distribution sector. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Assess and validate protection system reference cases, including relay settings, coordination curves, and protection logs for medium voltage utility distribution networks. Review and provide feedback on technical documentation related to protective relaying and device coordination practices. Analyze power system studies such as fault current analysis and equipment protection reviews, utilizing recognized industry methodologies. Evaluate and critique the application of protective relays (SEL, GE, or equivalent microprocessor-based relays) in medium voltage environments. Develop detailed, well-structured written responses and rationales explaining your analysis and recommendations. Collaborate with project managers and technical leads via clear, professional written and verbal communication. Support the creation of realistic, diverse scenarios that reflect U.S. distribution-utility or industrial standards for training and validation purposes. Preferred Qualifications Minimum 8 years of hands-on experience in medium-voltage (2.4kV–38kV) protection engineering within U.S. utility distribution or industrial settings. Strong background in protective relaying, relay settings, power system analysis, and device coordination. Proficiency with SEL, GE, or standard microprocessor relays and associated software. Advanced skill in power system modeling tools such as ETAP, ASPEN, or CAPE. Ability to synthesize and communicate complex technical concepts clearly in both written and verbal formats. Demonstrated attention to detail and analytical rigor when reviewing technical materials and data sets. Previous experience validating or creating technical documentation, protection settings, or relay coordination studies is highly regarded.

Source pay statements: 40–100 per hour; currency unknown

Source restriction statements: Role Title: Materials Scientist (Nanoparticle Sizing & Lot Release) Role Type: Contractor Location: Remote micro1 is engaging Materials Scientists (Nanoparticle Sizing & Lot Release) to contribute specialized expertise to a customer’s project focused on advanced nanomaterial evaluation. · Scope of Work Manually analyze and interpret TEM and SEM micrographs for nanoparticle sizing and morphological assessment Determine and document particle size distributions (PSD) with rigorous attention to accuracy and reproducibility Establish and communicate lot-release acceptance criteria based on technical reference cases and quality control standards Prepare detailed reports summarizing findings, methodologies, and recommendations for material qualification Validate measurement techniques through manual calibration, thresholding, and cross-checking against reference data Participate in technical discussions, providing expert insights on nanomaterial characterization and quality control criteria Deliver clear, concise written and verbal communications to facilitate knowledge transfer across project teams Preferred Qualifications Advanced knowledge of nanomaterial characterization, especially using TEM and SEM Demonstrated hands-on experience in nanoparticle sizing, particle size distribution analysis, and lot release evaluation Proficiency with manual image analysis, including thresholding, calibration, and interpretation of complex morphologies Strong understanding of quality control standards and reference material qualification protocols Exceptional written and verbal communication skills for reporting and collaboration Ability to evaluate and validate technical reference cases without the use of AI-based tools Background in scientific consulting, materials science, or laboratory-based analytical roles is a plus

Source description: Role Title: Materials Scientist (Nanoparticle Sizing & Lot Release) Role Type: Contractor Location: Remote micro1 is engaging Materials Scientists (Nanoparticle Sizing & Lot Release) to contribute specialized expertise to a customer’s project focused on advanced nanomaterial evaluation. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity centers on thorough nanoparticle sizing, particle size distribution analysis, and lot release qualifications using Transmission Electron Microscopy (TEM) and Scanning Electron Microscopy (SEM). The engagement emphasizes independent expert analysis — including manual image thresholding, calibration, and morphology assessments — without reliance on automated or AI-powered tools. Strong written and verbal communication skills are essential to document findings, interpret complex micrographs, and convey critical decisions to project stakeholders. Scope of Work Manually analyze and interpret TEM and SEM micrographs for nanoparticle sizing and morphological assessment Determine and document particle size distributions (PSD) with rigorous attention to accuracy and reproducibility Establish and communicate lot-release acceptance criteria based on technical reference cases and quality control standards Prepare detailed reports summarizing findings, methodologies, and recommendations for material qualification Validate measurement techniques through manual calibration, thresholding, and cross-checking against reference data Participate in technical discussions, providing expert insights on nanomaterial characterization and quality control criteria Deliver clear, concise written and verbal communications to facilitate knowledge transfer across project teams Preferred Qualifications Advanced knowledge of nanomaterial characterization, especially using TEM and SEM Demonstrated hands-on experience in nanoparticle sizing, particle size distribution analysis, and lot release evaluation Proficiency with manual image analysis, including thresholding, calibration, and interpretation of complex morphologies Strong understanding of quality control standards and reference material qualification protocols Exceptional written and verbal communication skills for reporting and collaboration Ability to evaluate and validate technical reference cases without the use of AI-based tools Background in scientific consulting, materials science, or laboratory-based analytical roles is a plus

Source pay statements: 40–100 per hour; currency unknown

Requirements: Capture a variety of activities and environments · Each continuous clip must be at least 60 seconds long · Record at a minimum resolution of 720p · Follow the required camera position for each assigned task · Keep the relevant activity and surrounding environment consistently visible · Follow all provided recording and safety instructions · Examples of the recording style we are after: [Link 1]

Source restriction statements: Role Title: Vlogger (Insta360, DJI Osmo, GoPro MAX) Role Type: Contractor Location: Remote micro1 is engaging 360° Video Recorders (Insta360 / GoPro MAX) to contribute to a customer's project by capturing immersive, high-quality footage with leading 360° camera equipment.

Source description: Role Title: Vlogger (Insta360, DJI Osmo, GoPro MAX) Role Type: Contractor Location: Remote micro1 is engaging 360° Video Recorders (Insta360 / GoPro MAX) to contribute to a customer's project by capturing immersive, high-quality footage with leading 360° camera equipment. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform. We are looking for individuals to collect third-person video across several real-world capture types, including movement through changing environments, vehicle navigation, and animal-mounted POV recordings. Recordings should focus on continuous movement, changing scenery, and natural navigation through the environment. Scope of Work Capture a diverse set of continuous video clips (minimum 60 seconds each) of everyday activities in a range of environments, including indoor, outdoor, and in-vehicle settings. Consistently utilize compatible 360° or wide-angle cameras (e.g., Insta360, DJI Osmo, GoPro MAX series) with at least 170° FOV and 720p resolution, ensuring stable, third-person perspective according to project standards. Implement appropriate mounting solutions, such as backpack or vehicle mounts, to maintain a clear third-person view where your entire body and surroundings are visible throughout each activity. Follow provided guidelines and instructions for camera placement, activity selection, and safety to ensure data consistency and collection integrity. Document, organize, and submit video files in accordance with project specifications, ensuring all deliverables meet technical and quality requirements. Communicate proactively and clearly in both written and verbal form regarding progress, questions, and any technical challenges. Adapt to occasional updates in collection tasks, environments, or technical requirements as defined by project needs. Compatible camera examples include: Insta360 (Any model) DJI Osmo 360 GoPro MAX, MAX2 Other action or 360° cameras that meet the minimum 170° FOV and 720p requirements or support reframing. Examples of compatible third-person mounting rigs include: Insta360 Third-Person Backpack Mount and other harness-mounted extension systems. Owning a compatible backpack or vehicle mount is a plus and may let you start collecting sooner. Third-Person Camera Setup Mounted above and behind you Angled slightly downward Positioned far enough back to keep your entire body consistently visible Stable enough to maintain the required third-person perspective during normal movement If using a camera with less than 360° FOV, the mounting setup must position the camera far enough away to keep your entire body in frame while also capturing the surrounding environment. Your full body should remain visible throughout normal movement without frequently leaving the frame. Handheld selfie sticks, chest mounts, shoulder clips, and stationary tripods do not meet the required third-person perspective. Expected Recording Tasks may include: Natural everyday activities Indoor and outdoor activities Walking and moving through different environments Vehicle navigation and driving-related recordings Other similar real-world activities provided in the collection instructions For vehicle navigation tasks, the camera must be securely mounted to the vehicle. Recording Requirements Capture a variety of activities and environments Each continuous clip must be at least 60 seconds long Record at a minimum resolution of 720p Follow the required camera position for each assigned task Keep the relevant activity and surrounding environment consistently visible Follow all provided recording and safety instructions Examples of the recording style we are after: [Link 1]

Source pay statements: 10–30 per hour; currency unknown

Requirements: Current or previous professional experience in federal contracting, including OPM series GS-1102 or equivalent federal acquisition experience. · Strong understanding of the Federal Acquisition Regulation (FAR) and the federal acquisition lifecycle, including pre-award and post-award activities. · Ability to apply federal contracting knowledge to realistic acquisition scenarios and explain decisions clearly. · Strong written and verbal communication skills, with the ability to explain complex contracting concepts accurately. · Based in the United States, with reliable internet connectivity for remote participation.

Source restriction statements: Federal Contract Specialist Role type: Contractor Location: Remote, United States Commitment: Part-time, project-based Compensation: $60–$80 USD per hour About the opportunity micro1 is seeking experienced Federal Contract Specialists to contribute their federal acquisition expertise to a customer project focused on AI evaluation. · Based in the United States, with reliable internet connectivity for remote participation. · Preferred qualifications Experience developing or reviewing federal acquisition scenarios, training materials, or evaluation content. · Location: Remote, United States.

Source description: Federal Contract Specialist Role type: Contractor Location: Remote, United States Commitment: Part-time, project-based Compensation: $60–$80 USD per hour About the opportunity micro1 is seeking experienced Federal Contract Specialists to contribute their federal acquisition expertise to a customer project focused on AI evaluation. In this role, you'll draw on your hands-on experience with federal contracting to develop realistic acquisition scenarios, create detailed reference answers, and evaluate work produced by other subject matter experts. Your knowledge of the Federal Acquisition Regulation (FAR) and the federal acquisition lifecycle will help ensure that AI evaluation materials reflect authentic contracting processes, regulatory requirements, and professional judgment. No prior experience in AI is required. Your federal contracting expertise is what matters. What you'll do Develop realistic federal contracting scenarios based on your hands-on acquisition experience, reflecting the complexities of government procurement. Create detailed, accurate reference answers that demonstrate sound contracting decisions and established federal acquisition practices. Review scenarios and reference answers developed by other subject matter experts, identifying inaccuracies and providing constructive feedback. Ensure all deliverables align with current Federal Acquisition Regulation (FAR) requirements and applicable federal contracting standards. Apply your knowledge of pre-award and post-award contracting procedures to assess the accuracy and realism of project materials. Collaborate asynchronously with project coordinators and fellow specialists to review deliverables and maintain quality standards. Contribute professional insights that strengthen the accuracy, relevance, and effectiveness of AI evaluation materials. Required qualifications Current or previous professional experience in federal contracting, including OPM series GS-1102 or equivalent federal acquisition experience. Strong understanding of the Federal Acquisition Regulation (FAR) and the federal acquisition lifecycle, including pre-award and post-award activities. Ability to apply federal contracting knowledge to realistic acquisition scenarios and explain decisions clearly. Strong written and verbal communication skills, with the ability to explain complex contracting concepts accurately. Based in the United States, with reliable internet connectivity for remote participation. Preferred qualifications Experience developing or reviewing federal acquisition scenarios, training materials, or evaluation content. Current or previous experience holding a contracting officer warrant. Professional certifications such as Federal Acquisition Certification in Contracting (FAC-C) or Defense Acquisition Workforce Improvement Act (DAWIA) contracting certification. Engagement details Compensation: $60–$80 USD per hour. Engagement type:Independent contractor. Commitment: Part-time, project-based. Location: Remote, United States. Application process After submitting your application, you'll be invited to complete an AI interview designed to assess your federal contracting experience, knowledge of acquisition procedures, and ability to apply your expertise to realistic contracting scenarios. About micro1 micro1 is a data lab that connects professionals with opportunities to apply their expertise to customer projects. We work with specialists across fields such as engineering, finance, healthcare, and law to support AI labs and enterprises. Through our extended network, contributors bring their knowledge and judgment to projects with their own scope, requirements, and engagement terms.

Source pay statements: 60–80 per hour; currency unknown · Engagement details Compensation: $60–$80 USD per hour.

Source restriction statements: Role Title: Federal Regulatory Policy Analyst Role Type: Contractor Location: Remote micro1 is engaging Federal Regulatory Policy Analysts to participate in a project supporting a federal government customer. · Preferred Qualifications Current or former experience as a federal regulatory analyst, policy specialist, or attorney-advisor (e.g., OPM GS-0301, GS-0905, or equivalent).

Source description: Role Title: Federal Regulatory Policy Analyst Role Type: Contractor Location: Remote micro1 is engaging Federal Regulatory Policy Analysts to participate in a project supporting a federal government customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Develop realistic, scenario-based regulatory assignments based on federal rulemaking processes. Review and provide detailed feedback on other contributors’ submissions to ensure accuracy and adherence to real-world policy standards. Summarize public comments received on proposed federal regulations and categorize them by theme and substance. Draft clear, well-justified agency response text to substantive public comments, reflecting best practices in regulatory policymaking. Recommend the adoption or rejection of public proposals using evidence-based reasoning and reference to applicable regulations. Ensure all project deliverables authentically represent federal regulatory drafting, comment review, and response-to-comment workflows. Preferred Qualifications Current or former experience as a federal regulatory analyst, policy specialist, or attorney-advisor (e.g., OPM GS-0301, GS-0905, or equivalent). Thorough understanding of federal rulemaking, including drafting and public comment analysis. Strong written and verbal communication skills, with meticulous attention to regulatory detail. Hands-on experience drafting notices, proposed and final rules, or agency responses to petitions and public input. Familiarity with the Federal Register, regulations.gov, or OMB regulatory review processes. Background in legal analysis, administrative law, or regulatory compliance (law degree a plus but not required). US-based professional with demonstrable expertise in federal regulatory policy development.

Source pay statements: 50–70 per hour; currency unknown

Source restriction statements: Role Title: Federal Auditor, Performance / Financial (OIG/GAO) Role Type: Contractor Location: Remote micro1 is engaging Federal Auditor, Performance / Financial (OIG/GAO)s to contribute expertise to a federally focused AI evaluation project. · Preferred Qualifications Current or former federal audit or oversight experience (e.g., OIG, GAO, agency audit function; OPM series GS-0511 or equivalent).

Source description: Role Title: Federal Auditor, Performance / Financial (OIG/GAO) Role Type: Contractor Location: Remote micro1 is engaging Federal Auditor, Performance / Financial (OIG/GAO)s to contribute expertise to a federally focused AI evaluation project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Create realistic federal audit scenarios and reference responses based on your performance or financial audit background. Review and provide detailed feedback on content developed by other subject matter experts. Ensure all scenarios and solutions reflect the standards and practices used in federal oversight and auditing (OIG, GAO, agency audit shops). Interpret and apply government auditing standards, including reporting of findings and recommendations. Validate the accuracy and relevancy of project materials in connection with real-world federal audit processes. Collaborate with other experts to refine and enhance the quality of training content. Preferred Qualifications Current or former federal audit or oversight experience (e.g., OIG, GAO, agency audit function; OPM series GS-0511 or equivalent). Proven hands-on experience with government auditing standards, performance audits, financial audits, or corrective action follow-up. Comfort developing and reviewing compelling, accurate audit scenarios and model answers. Strong written and verbal communication skills, with attention to clarity and detail. CPA, CIA, CGFM or equivalent credential is a plus. US-based and familiar with the federal audit landscape.

Source pay statements: 65–75 per hour; currency unknown

Source restriction statements: Role Title: Federal Management & Program Analyst Role Type: Contractor Location: Remote micro1 is engaging Federal Management & Program Analysts to contribute their subject-matter expertise to a customer-driven AI evaluation project focused on the intricacies of federal program management and policy analysis. · Preferred Qualifications Current or prior experience in federal program, policy, or operational planning (such as OPM series GS-0343, GS-0301, or equivalent roles).

Source description: Role Title: Federal Management & Program Analyst Role Type: Contractor Location: Remote micro1 is engaging Federal Management & Program Analysts to contribute their subject-matter expertise to a customer-driven AI evaluation project focused on the intricacies of federal program management and policy analysis. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Develop and submit realistic federal management, program, and policy scenarios that reflect authentic agency workflows. Create clear, accurate reference answers and documentation for use in AI training. Review, evaluate, and provide expert feedback on scenarios and deliverables produced by other contributors. Validate that all project materials align with actual federal planning, evaluation, and reporting practices. Leverage your background in policy analysis, decision memo writing, and preparation of executive briefings or after-action reports. Collaborate asynchronously and communicate effectively to ensure clarity and consistency in project deliverables. Preferred Qualifications Current or prior experience in federal program, policy, or operational planning (such as OPM series GS-0343, GS-0301, or equivalent roles). Demonstrated expertise in writing decision memos, program evaluations, briefings, or after-action reports for senior leaders. Exceptional written and verbal communication skills, with attention to detail and clarity. US-based contributor possessing in-depth knowledge of federal government processes. Experience with performance measurement, program evaluation, or strategic planning in government settings (nice to have). Background supporting headquarters, program offices, or planning staff within federal agencies (nice to have).

Source pay statements: 60–80 per hour; currency unknown

Source restriction statements: Role Title: Federal HR Specialist (Employee & Labor Relations) Role Type: Contractor Location: Remote micro1 is engaging Federal HR Specialist (Employee & Labor Relations) experts to support an innovative AI evaluation project for a government-focused customer. · Preferred Qualifications Current or former federal HR experience at the GS-0201 or GS-0260 series, or equivalent level in government service. · Based in the United States, familiar with current federal HR policies and procedures.

Source description: Role Title: Federal HR Specialist (Employee & Labor Relations) Role Type: Contractor Location: Remote micro1 is engaging Federal HR Specialist (Employee & Labor Relations) experts to support an innovative AI evaluation project for a government-focused customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Develop and articulate realistic federal HR scenarios and case studies grounded in Employee & Labor Relations, drawing from practical experience. Craft detailed reference answers and rationales based on federal HR policy and best practices. Review, assess, and provide constructive written feedback on material submitted by fellow subject-matter experts. Ensure project deliverables accurately reflect the nuances of federal HR decision-making, especially in Employee & Labor Relations contexts. Collaborate with project coordinators to resolve ambiguities or identify areas needing additional depth or clarity. Maintain clarity and precision by documenting the reasoning behind recommendations and scenario responses. Adhere to defined project guidelines, milestone requirements, and quality standards for all deliverables. Preferred Qualifications Current or former federal HR experience at the GS-0201 or GS-0260 series, or equivalent level in government service. Extensive, practical knowledge of Title 5 HR matters, including employee relations, labor relations, classification, or workforce restructuring. Exceptional written and verbal communication skills, with the ability to convey complex concepts clearly and concisely. Direct hands-on experience managing or advising on adverse actions, grievances, or appeals within a federal context. Background in position classification, rating and ranking, or experience with reduction in force processes. Meticulous attention to detail and a commitment to accuracy in scenario development and feedback. Based in the United States, familiar with current federal HR policies and procedures.

Source pay statements: 60–90 per hour; currency unknown

Requirements: Professional experience in government or military Signals Intelligence (SIGINT) operations, collection, or analysis. · Strong understanding of SIGINT methodologies, intelligence workflows, and analytical practices. · Ability to assess complex intelligence scenarios and communicate findings clearly.

Source restriction statements: Role type: Contractor Location: Remote Commitment: Flexible, project or task-based Compensation: Typically $50–$100 USD/hour, negotiable based on experience About the opportunity micro1 is looking for experienced Signals Intelligence (SIGINT) professionals with backgrounds in the National Security Agency (NSA), military intelligence, or allied government intelligence organizations to support customer projects focused on AI training and evaluation. · Your expertise will help improve how AI systems interpret intelligence information, understand operational workflows, and approach complex national security scenarios. · Preferred qualifications Previous experience with the NSA, US intelligence community, or allied government intelligence agencies.

Source description: Role type: Contractor Location: Remote Commitment: Flexible, project or task-based Compensation: Typically $50–$100 USD/hour, negotiable based on experience About the opportunity micro1 is looking for experienced Signals Intelligence (SIGINT) professionals with backgrounds in the National Security Agency (NSA), military intelligence, or allied government intelligence organizations to support customer projects focused on AI training and evaluation. In this role, you'll apply your intelligence expertise to assess AI-generated outputs, develop realistic scenarios, and help establish standards for analytical accuracy and reasoning. Your expertise will help improve how AI systems interpret intelligence information, understand operational workflows, and approach complex national security scenarios. What you'll do Develop realistic, unclassified SIGINT scenarios and reference materials for AI evaluation tasks. Review AI-generated intelligence assessments for technical accuracy, relevance, and analytical quality. Create and refine evaluation rubrics to assess AI-generated outputs against established intelligence methodologies. Identify gaps, inconsistencies, and errors in SIGINT-related reasoning and operational scenarios. Provide structured feedback and collaborate with project teams to improve model performance. Required qualifications Professional experience in government or military Signals Intelligence (SIGINT) operations, collection, or analysis. Strong understanding of SIGINT methodologies, intelligence workflows, and analytical practices. Ability to assess complex intelligence scenarios and communicate findings clearly. Preferred qualifications Previous experience with the NSA, US intelligence community, or allied government intelligence agencies. Expertise in COMINT, ELINT, signals analysis, or cyber intelligence operations. Experience preparing intelligence assessments, operational reports, or technical documentation. Familiarity with intelligence training, quality evaluation, or analytical review processes. Exposure to AI evaluation, model testing, or rubric development is a plus. Application process Candidates will complete an AI interview as part of the application process. Learn More About Our Government & Defense Work At micro1, we work with government and defense experts to evaluate how advanced AI models perform on real-world tasks. Our MissionReport benchmark assesses AI-generated military and government reports, highlighting the importance of expert judgment, accuracy, and operational understanding. Learn more: https://www.micro1.ai/benchmark/mission-report

Source pay statements: 50–100 per hour; currency unknown

Requirements: Professional experience in Special Operations Forces, irregular warfare, or special operations planning within military or defense organizations. · Strong understanding of unconventional warfare, special operations missions, and operational planning. · Experience applying tactical or operational judgment in military environments. · Strong analytical, critical-thinking, and written communication skills.

Source restriction statements: Role type: Contractor Location: Remote Commitment: Flexible, project or task-based Compensation: Typically $50–$100 USD/hour, negotiable based on experience Project duration: Dependent on customer requirements About the opportunity micro1 is looking for experienced Special Operations and Irregular Warfare professionals with backgrounds in the US military, Special Operations Forces (SOF), or allied defense organizations to support customer projects focused on AI training and evaluation. · Preferred qualifications Previous experience with USSOCOM, US Army Special Forces, Naval Special Warfare, Marine Raiders, Air Force Special Operations, or comparable allied units. · Experience in deployed operational environments or multinational military operations.

Source description: Role type: Contractor Location: Remote Commitment: Flexible, project or task-based Compensation: Typically $50–$100 USD/hour, negotiable based on experience Project duration: Dependent on customer requirements About the opportunity micro1 is looking for experienced Special Operations and Irregular Warfare professionals with backgrounds in the US military, Special Operations Forces (SOF), or allied defense organizations to support customer projects focused on AI training and evaluation. In this role, you'll apply your operational expertise to assess complex military scenarios, evaluate tactical and strategic reasoning, and contribute to the development of realistic military assessments. Your expertise will help improve how AI systems understand special operations, unconventional warfare, mission planning, and operational decision-making. What you'll do Develop realistic, unclassified scenarios involving special operations, irregular warfare, and military planning. Review and assess military-related content for operational accuracy, relevance, and realism. Evaluate tactical and operational decisions, identifying gaps, inconsistencies, and unsupported assumptions. Apply professional knowledge of special operations doctrine, mission planning, and operational risk assessment. Provide structured feedback and clear explanations to support project deliverables. Required qualifications Professional experience in Special Operations Forces, irregular warfare, or special operations planning within military or defense organizations. Strong understanding of unconventional warfare, special operations missions, and operational planning. Experience applying tactical or operational judgment in military environments. Strong analytical, critical-thinking, and written communication skills. Preferred qualifications Previous experience with USSOCOM, US Army Special Forces, Naval Special Warfare, Marine Raiders, Air Force Special Operations, or comparable allied units. Experience in unconventional warfare, counterterrorism, foreign internal defense, or special reconnaissance. Background in joint operations, mission planning, intelligence support, or operational risk assessment. Experience developing operational assessments, military reports, training materials, or doctrine. Experience in deployed operational environments or multinational military operations. Application process Candidates will complete an AI interview as part of the application process. Learn More About Our Government & Defense Work At micro1, we work with government and defense experts to evaluate how advanced AI models perform on real-world tasks. Our MissionReport benchmark assesses AI-generated military and government reports, highlighting the importance of expert judgment, accuracy, and operational understanding. Learn more: https://www.micro1.ai/benchmark/mission-report

Source pay statements: 50–100 per hour; currency unknown

Requirements: Significant professional experience in government or defense science and technology programs, national security systems, or advanced technical operations. · Strong understanding of technology development, technical program management, or complex defense systems. · Experience evaluating technical information and applying sound analytical judgment. · Strong critical-thinking and written communication skills.

Source restriction statements: Role type: Contractor Location: Remote Commitment: Flexible, project or task-based Compensation: Typically $50–$100 USD/hour, negotiable based on experience Project duration: Dependent on customer requirements About the opportunity micro1 is looking for experienced National Security Technology Experts with backgrounds in government, defense, or national security science and technology programs to support customer projects focused on AI training and evaluation. · In this role, you'll apply your expertise in advanced technologies, defense systems, and national security programs to assess complex technical scenarios, evaluate analytical reasoning, and contribute to the development of accurate, realistic assessments. · Your expertise will help improve how AI systems understand emerging technologies, complex national security systems, and technical decision-making. · What you'll do Develop realistic, unclassified scenarios involving national security technologies, defense systems, and technical programs. · Apply professional knowledge of technology development, systems integration, and national security requirements. · Required qualifications Significant professional experience in government or defense science and technology programs, national security systems, or advanced technical operations. · Preferred qualifications Previous experience with the DoD, DARPA, national laboratories, intelligence community, or comparable allied government organizations. · Experience in advanced defense technologies, national security systems, research and development, or technical capability assessments. · Familiarity with emerging technologies and their implications for national security.

Source description: Role type: Contractor Location: Remote Commitment: Flexible, project or task-based Compensation: Typically $50–$100 USD/hour, negotiable based on experience Project duration: Dependent on customer requirements About the opportunity micro1 is looking for experienced National Security Technology Experts with backgrounds in government, defense, or national security science and technology programs to support customer projects focused on AI training and evaluation. In this role, you'll apply your expertise in advanced technologies, defense systems, and national security programs to assess complex technical scenarios, evaluate analytical reasoning, and contribute to the development of accurate, realistic assessments. Your expertise will help improve how AI systems understand emerging technologies, complex national security systems, and technical decision-making. What you'll do Develop realistic, unclassified scenarios involving national security technologies, defense systems, and technical programs. Review and assess technical content for accuracy, relevance, and real-world applicability. Evaluate complex technical decisions, identifying gaps, inconsistencies, and unsupported assumptions. Apply professional knowledge of technology development, systems integration, and national security requirements. Provide structured feedback and clear explanations to support project deliverables. Required qualifications Significant professional experience in government or defense science and technology programs, national security systems, or advanced technical operations. Strong understanding of technology development, technical program management, or complex defense systems. Experience evaluating technical information and applying sound analytical judgment. Strong critical-thinking and written communication skills. Preferred qualifications Previous experience with the DoD, DARPA, national laboratories, intelligence community, or comparable allied government organizations. Experience in advanced defense technologies, national security systems, research and development, or technical capability assessments. Background in technical leadership, systems engineering, technology strategy, or program evaluation. Experience preparing technical assessments, strategic recommendations, or executive-level briefings. Familiarity with emerging technologies and their implications for national security. Application process Candidates will complete an AI interview as part of the application process. Learn More About Our Government & Defense Work At micro1, we work with government and defense experts to evaluate how advanced AI models perform on real-world tasks. Our MissionReport benchmark assesses AI-generated military and government reports, highlighting the importance of expert judgment, accuracy, and operational understanding. Learn more: https://www.micro1.ai/benchmark/mission-report

Source pay statements: 50–100 per hour; currency unknown

Requirements: Significant professional experience in geopolitical risk analysis, foreign policy, national security strategy, or international security. · Strong understanding of geopolitical developments, international relations, and strategic risk assessment. · Experience evaluating complex political or security situations and providing strategic recommendations. · Strong analytical, critical-thinking, and written communication skills.

Source restriction statements: Role type: Contractor Location: Remote Commitment: Flexible, project or task-based Compensation: Typically $50–$100 USD/hour, negotiable based on experience Project duration: Dependent on customer requirements About the opportunity micro1 is looking for experienced Geopolitical Risk Advisors with backgrounds in foreign policy, national security, international relations, or strategic risk assessment to support customer projects focused on AI training and evaluation. · In this role, you'll apply your expertise to assess complex geopolitical scenarios, evaluate strategic reasoning, and contribute to the development of accurate, realistic assessments involving international security and global affairs. · Your expertise will help improve how AI systems understand geopolitical developments, international relations, and national security decision-making. · What you'll do Develop realistic, unclassified scenarios involving geopolitical risks, international security, and foreign policy. · Review and assess geopolitical and national security content for accuracy, relevance, and analytical quality. · Apply professional knowledge of international relations, regional security dynamics, and geopolitical developments. · Required qualifications Significant professional experience in geopolitical risk analysis, foreign policy, national security strategy, or international security. · Strong understanding of geopolitical developments, international relations, and strategic risk assessment. · Preferred qualifications Previous experience in government foreign policy agencies, national security institutions, international organizations, think tanks, or geopolitical risk advisory firms. · Expertise in regional security, great-power competition, international conflict, or geopolitical forecasting. · Background in intelligence-informed policy analysis, strategic planning, or international security research.

Source description: Role type: Contractor Location: Remote Commitment: Flexible, project or task-based Compensation: Typically $50–$100 USD/hour, negotiable based on experience Project duration: Dependent on customer requirements About the opportunity micro1 is looking for experienced Geopolitical Risk Advisors with backgrounds in foreign policy, national security, international relations, or strategic risk assessment to support customer projects focused on AI training and evaluation. In this role, you'll apply your expertise to assess complex geopolitical scenarios, evaluate strategic reasoning, and contribute to the development of accurate, realistic assessments involving international security and global affairs. Your expertise will help improve how AI systems understand geopolitical developments, international relations, and national security decision-making. What you'll do Develop realistic, unclassified scenarios involving geopolitical risks, international security, and foreign policy. Review and assess geopolitical and national security content for accuracy, relevance, and analytical quality. Evaluate strategic decisions, identifying potential risks, inconsistencies, and unsupported assumptions. Apply professional knowledge of international relations, regional security dynamics, and geopolitical developments. Provide structured assessments, clear explanations, and evidence-based recommendations. Required qualifications Significant professional experience in geopolitical risk analysis, foreign policy, national security strategy, or international security. Strong understanding of geopolitical developments, international relations, and strategic risk assessment. Experience evaluating complex political or security situations and providing strategic recommendations. Strong analytical, critical-thinking, and written communication skills. Preferred qualifications Previous experience in government foreign policy agencies, national security institutions, international organizations, think tanks, or geopolitical risk advisory firms. Experience advising senior government officials, policymakers, or organizational leadership. Expertise in regional security, great-power competition, international conflict, or geopolitical forecasting. Background in intelligence-informed policy analysis, strategic planning, or international security research. Experience preparing geopolitical risk assessments, policy briefs, strategic reports, or executive-level recommendations. Application process Candidates will complete an AI interview as part of the application process. Learn More About Our Government & Defense Work At micro1, we work with government and defense experts to evaluate how advanced AI models perform on real-world tasks. Our MissionReport benchmark assesses AI-generated military and government reports, highlighting the importance of expert judgment, accuracy, and operational understanding. Learn more: https://www.micro1.ai/benchmark/mission-report

Source pay statements: 50–100 per hour; currency unknown

Requirements: Professional experience in military training, operational readiness assessment, doctrine development, or military education within a defense organization. · Strong understanding of military training processes, readiness standards, and operational preparedness. · Experience evaluating training effectiveness, military capabilities, or unit readiness. · Strong analytical, critical-thinking, and written communication skills.

Source restriction statements: Role type: Contractor Location: Remote Commitment: Flexible, project or task-based Compensation: Typically $50–$100 USD/hour, negotiable based on experience Project duration: Dependent on customer requirements About the opportunity micro1 is looking for experienced Military Training and Readiness Advisors with backgrounds in military training, operational readiness, doctrine development, or defense education to support customer projects focused on AI training and evaluation. · Preferred qualifications Previous experience with the US Department of Defense, military training commands, combatant commands, or comparable allied defense organizations.

Source description: Role type: Contractor Location: Remote Commitment: Flexible, project or task-based Compensation: Typically $50–$100 USD/hour, negotiable based on experience Project duration: Dependent on customer requirements About the opportunity micro1 is looking for experienced Military Training and Readiness Advisors with backgrounds in military training, operational readiness, doctrine development, or defense education to support customer projects focused on AI training and evaluation. In this role, you'll apply your military expertise to assess realistic training scenarios, evaluate operational preparedness, and contribute to the development of accurate military assessments. Your expertise will help improve how AI systems understand military training, readiness standards, operational capabilities, and military decision-making. What you'll do Develop realistic, unclassified scenarios involving military training, operational readiness, and mission preparedness. Review and assess military training content for accuracy, relevance, and alignment with established doctrine. Evaluate training plans, readiness assessments, and operational preparedness, identifying gaps and areas for improvement. Apply professional knowledge of military training standards, exercises, and readiness evaluation methodologies. Provide structured feedback and clear explanations to support project deliverables. Required qualifications Professional experience in military training, operational readiness assessment, doctrine development, or military education within a defense organization. Strong understanding of military training processes, readiness standards, and operational preparedness. Experience evaluating training effectiveness, military capabilities, or unit readiness. Strong analytical, critical-thinking, and written communication skills. Preferred qualifications Previous experience with the US Department of Defense, military training commands, combatant commands, or comparable allied defense organizations. Experience in military exercises, training program development, readiness inspections, or operational evaluations. Background in joint military training, doctrine development, or professional military education. Experience conducting after-action reviews, identifying capability gaps, or recommending training improvements. Experience preparing training assessments, readiness reports, military briefings, or instructional materials. Application process Candidates will complete an AI interview as part of the application process. Learn More About Our Government & Defense Work At micro1, we work with government and defense experts to evaluate how advanced AI models perform on real-world tasks. Our MissionReport benchmark assesses AI-generated military and government reports, highlighting the importance of expert judgment, accuracy, and operational understanding. Learn more: https://www.micro1.ai/benchmark/mission-report

Source pay statements: 50–100 per hour; currency unknown

Requirements: Keen attention to detail and demonstrated ability to follow complex specifications precisely. · Manual dexterity and experience with physical task precision in varied household environments. · Comfort with operating, wearing, and setting up specialized devices and recording equipment. · Capacity to incorporate feedback and make iterative improvements to processes and outputs. · Strong written and verbal communication skills, including openness to prompt feedback exchanges. · Reliable access to a fully equipped Japanese household environment (kitchen, living spaces, and common items). · Ability to upload large video files via stable, high-speed internet from your home environment. · This role involves prolonged use of a VR headset; candidates should be comfortable with extended wear as part of their regular work environment. · This project involves performing household tasks while wearing a VR headset and a pair of wearable hand-tracking gloves that capture your hand movements and the visual demonstration. All equipment will be shipped to you at no cost, with full setup and usage instructions provided during onboarding. Please ensure your home environment meets the space, lighting, and connectivity requirements covered during onboarding.

Source restriction statements: Job Type: Contractor Location: Remote, Japan-based. · Preferred Qualifications Genuine curiosity about personal robotics, AI, and emerging technology in home environments.

Source description: Job Type: Contractor Location: Remote, Japan-based. Job Summary Help train the next generation of personal robotics. You'll capture high-quality video demonstrations of everyday household tasks using a UMI gripper, a wearable device that mimics a robot's hand while letting you perform tasks naturally. Your demonstrations become training data that teaches robots how to operate in real homes. Key Responsibilities Capture and submit high-quality, specification-compliant video demonstrations of everyday household tasks using a UMI gripper wearable device. Follow detailed, task-specific instructions to ensure all recordings meet rigorous project standards. Review feedback from assigned reviewers and iteratively refine your approach to improve data quality. Operate and set up recording equipment and the UMI gripper to accurately mimic real-world hand movements while performing tasks. Maintain a consistent weekly workflow to meet the minimum approved data requirements. Required Skills and Qualifications Keen attention to detail and demonstrated ability to follow complex specifications precisely. Manual dexterity and experience with physical task precision in varied household environments. Comfort with operating, wearing, and setting up specialized devices and recording equipment. Capacity to incorporate feedback and make iterative improvements to processes and outputs. Strong written and verbal communication skills, including openness to prompt feedback exchanges. Reliable access to a fully equipped Japanese household environment (kitchen, living spaces, and common items). Ability to upload large video files via stable, high-speed internet from your home environment. This role involves prolonged use of a VR headset; candidates should be comfortable with extended wear as part of their regular work environment. Preferred Qualifications Genuine curiosity about personal robotics, AI, and emerging technology in home environments. Prior experience participating in data collection, usability studies, or similar hands-on projects. Patience for repetitive, precision-oriented work and willingness to adapt as project needs evolve. Compensation structure Start at a standard rate of $12/hour , with the opportunity to increase your effective hourly earnings to $21/hour as you become more efficient. Compensation is based on completed video hours, so the faster you work while maintaining quality, the higher your effective hourly rate! Start Timeline & Availability We typically fill roles within 48 hours, so we're looking for teammates who are ready to jump in. If selected, we'd love for you to start your first task as soon as you move forward with your application. The expectation is to begin completing tasks within ~24 hours of completing onboarding. Equipment Requirements This project involves performing household tasks while wearing a VR headset and a pair of wearable hand-tracking gloves that capture your hand movements and the visual demonstration. All equipment will be shipped to you at no cost, with full setup and usage instructions provided during onboarding. Please ensure your home environment meets the space, lighting, and connectivity requirements covered during onboarding.

Source pay statements: 12–21 per hour; currency unknown · Compensation structure Start at a standard rate of $12/hour , with the opportunity to increase your effective hourly earnings to $21/hour as you become more efficient.

Requirements: Active EA or CPA who currently prepares individual (1040) returns. · 3+ tax seasons on complex returns (Schedule C, K-1s, investments, credits), not mainly W-2 returns. · Fluency in TY2025 rules. · Ability to compute a full return by hand (worksheets, phase-outs, carryovers) and explain each number in clear written notes. · Strong written communication, with an emphasis on clarity, objectivity, and reproducibility.

Source restriction statements: Role Title: Tax Preparer, Individual Income Tax (Form 1040), TY2025 (EA/CPA) Role Type: Contractor Location: US, Remote micro1 is engaging Enrolled Agents and CPAs who actively prepare individual returns to participate in a project supporting a customer. · Trainer, reviewer, or QC background preferred. · IRS exam, representation, or QC partner background preferred. · Preferred Experience (specialty areas) Foreign tax credit and K-1 reporting Small business: Schedule C, Section 179, QBI deduction Investments and capital gains Energy and education credits

Source description: Role Title: Tax Preparer, Individual Income Tax (Form 1040), TY2025 (EA/CPA) Role Type: Contractor Location: US, Remote micro1 is engaging Enrolled Agents and CPAs who actively prepare individual returns to participate in a project supporting a customer. In this role, you’ll apply your hands-on preparation expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required. Your domain knowledge is what matters. Scope of Work Prepare complete federal individual returns (Form 1040) from scratch under TY2025 rules, working through the worksheets, phase-outs, limitations, and carryovers by hand. Write clear, concise preparer notes explaining how each figure on the return was derived, so that every number can be traced and reproduced. Build realistic, self-contained tax scenarios involving complex returns, including self-employment, partnership and S-corporation K-1s, investments, and credits, specifying facts, dates, filing status, and expected results. Review and evaluate AI-generated returns and computations for accuracy and completeness, flagging errors by severity (critical, secondary, minor). Identify ambiguities, exceptions, and conflicts in the law or IRS guidance, and document them in structured written feedback within the digital review platform. Experts and Adjudicators: strengthen and audit scenarios and reviews, and resolve disputed outcomes (see levels below). Required Qualifications (all levels) Active EA or CPA who currently prepares individual (1040) returns. 3+ tax seasons on complex returns (Schedule C, K-1s, investments, credits), not mainly W-2 returns. Fluency in TY2025 rules. Ability to compute a full return by hand (worksheets, phase-outs, carryovers) and explain each number in clear written notes. Strong written communication, with an emphasis on clarity, objectivity, and reproducibility. Levels Contributor: Meets the required qualifications above. Expert: 5+ tax seasons. Able to audit and strengthen scenarios, making a task harder without making it vague. Trainer, reviewer, or QC background preferred. A careful, independent preparer who builds the return from scratch. Adjudicator: 10+ years with review or sign-off responsibility. IRS exam, representation, or QC partner background preferred. Preferred Experience (specialty areas) Foreign tax credit and K-1 reporting Small business: Schedule C, Section 179, QBI deduction Investments and capital gains Energy and education credits

Source pay statements: 50–75 per hour; currency unknown

Requirements: - You must be at least 18 years old - Speak with a General American accent (the non-regional accent typical of U.S. national broadcast media). Applicants of any nationality or first-language background are welcome; we're selecting on how you sound in the recording, not where you're from - Comfortable speaking confidently on camera and engaging with new people - Able to maintain good lighting, stable framing, and clear audio throughout recordings - Reliable, detail-oriented, and able to follow project guidelines carefully

Source restriction statements: 📌 This job is intended for participants based in the United States or Canada. · We are looking for participants based in the United States or Canada. · Speak with a General American accent (the non-regional accent typical of U.S. · Applicants of any nationality or first-language background are welcome; we're selecting on how you sound in the recording, not where you're from

Source description: 📌 This job is intended for participants based in the United States or Canada. About Babel Audio Babel Audio partners with leading technology companies to collect high-quality voice data that trains the next generation of AI. We work with thousands of participants worldwide to capture authentic human conversation, so that AI can better understand and communicate with humanity. About the Role We're looking for individuals who can engage in authentic, natural, and emotionally rich five-minute video conversations with other participants. This should feel like meeting someone new and getting to know them better. Examples on how the conversation may flow: - "What's something that you've been excited about lately?" - "Tell me about a place you'd love to visit?" - "What are some hobbies you've picked up recently?" This is a fully remote, freelance position that offers complete flexibility in when and how much you work. We are looking for participants based in the United States or Canada. About You - You must be at least 18 years old - Speak with a General American accent (the non-regional accent typical of U.S. national broadcast media). Applicants of any nationality or first-language background are welcome; we're selecting on how you sound in the recording, not where you're from - Comfortable speaking confidently on camera and engaging with new people - Able to maintain good lighting, stable framing, and clear audio throughout recordings - Reliable, detail-oriented, and able to follow project guidelines carefully Compensation - $35-$50 USD per recorded hour - Additional performance-based incentives may be available Responsibilities - Participate in recorded five-minute video conversations with another participant - Engage naturally by listening, reacting, and responding with genuine interest - Maintain clear video and audio quality throughout each session Technical Requirements - Camera capable of recording at 720p or higher with a minimum of 30 FPS - Laptop or desktop computer (tablets and phones not supported) - External or USB microphone preferred for clear, natural audio - Good lighting and a distraction-free background - Stable internet connection capable of supporting smooth video calls Additional Information _Rates are determined by the number of recorded hours and apply specifically to this project within the United States. If your application is accepted for a different Babel Audio project, the compensation rate may vary._ For more details, please refer to our Terms of Use | Privacy Policy

Source pay statements: $35-$50 USD per recorded hour Additional performance-based incentives may be available

Requirements: Doctoral and postdoctoral graduates (including those currently enrolled in postdoctoral positions) in Biology. An MS paired with industry experience also qualifies. Strong background in advanced biological concepts, experimental methodology, data interpretation, and scientific reasoning.

Source restriction statements: Work authorization information · F-1 students who are eligible for CPT or OPT may be eligible for projects on Handshake AI. · If your school requires a CPT course, Handshake AI may not meet your school’s requirements. · STEM OPT is not supported. · See our Help Center article for more information on what types of work authorizations are supported on Handshake AI.

Source description: Overview Handshake is seeking Biology experts to support AI research through flexible, hourly contract work. This is not a traditional academic, laboratory, or full-time industry role. You’ll use your advanced biological training to evaluate AI-generated content and provide feedback that helps AI better understand biological concepts, experimental design, scientific reasoning, and technical problem-solving. This is an ongoing, project-based opportunity that can be done alongside research, teaching, postdoctoral work, or industry employment. Details This project involves using your professional experience in biology to design rigorous, domain-relevant questions and review AI-generated responses for accuracy, logical consistency, and scientific rigor. No prior AI or technical experience is required. Fully remote with a flexible, asynchronous schedule and no minimum hour requirement; most contributors work approximately 5–20 hours per week when participating in an active project. Placement depends on current project needs, with opportunities to be considered for future projects as they become available. Qualifications Doctoral and postdoctoral graduates (including those currently enrolled in postdoctoral positions) in Biology. An MS paired with industry experience also qualifies. Strong background in advanced biological concepts, experimental methodology, data interpretation, and scientific reasoning. Work authorization information F-1 students who are eligible for CPT or OPT may be eligible for projects on Handshake AI. Work with your Designated School Official to determine your eligibility. If your school requires a CPT course, Handshake AI may not meet your school’s requirements. STEM OPT is not supported. See our Help Center article for more information on what types of work authorizations are supported on Handshake AI.

Source pay statements: Up to $125/hr Depending on the project

Requirements: Ideal candidates meet all four of the following: - Recent experience — Currently working as a civil or structural engineer, or have worked in the field within the past three years - Degree — BS, MS, or PhD in Civil Engineering, Structural Engineering, or a closely related field - Hands-on ownership — Experience personally producing models, calculations, quantities, estimates, or other technical deliverables that others rely on to build, price, review, or approve work - Technical depth — Demonstrated experience in one or more of the following areas: - Code-based structural design and analysis - Fabrication-accurate modeling and detailing - Quantity takeoff and estimating - Applied simulation - Construction documentation and technical deliverables - Building, infrastructure, or structural project design Additional Qualifications These are not required but will strengthen your application: - Professional Engineer (PE) license or Engineer-in-Training (EIT) certification - Experience applying relevant building codes, structural standards, and engineering specifications - Proficiency with engineering and modeling tools such as AutoCAD, Revit, Civil 3D, Tekla Structures, SAP2000, ETABS, STAAD.Pro, RAM Structural System, RISA, or comparable software - Experience with structural materials and systems including steel, reinforced concrete, timber, masonry, foundations, or specialty structures - Experience with construction estimating, quantity surveying, cost modeling, or takeoff software - Experience with BIM workflows, construction documentation, detailing, or multidisciplinary coordination - Experience at an engineering consultancy, architecture/engineering firm, contractor, EPC firm, construction company, infrastructure organization, or other employer where engineers directly own technical project deliverables Required for All Applicants - Have Canadian work authorization - Strong written communication and attention to detail - Ability to explain complex civil and structural engineering concepts clearly - Ability to work independently in a remote, asynchronous environment

Source restriction statements: Have Canadian work authorization

Source description: Opportunity Overview Handshake is looking for experienced Civil and Structural Engineers to support AI research through flexible, part-time contract work. This is not a traditional engineering role—you’ll draw on your hands-on industry experience in civil or structural engineering to evaluate AI-generated content and provide feedback that helps AI reason like a practicing engineer. This is an ongoing, project-based opportunity that you can take on alongside your current role. What You’ll Do - Create expert-level civil and structural engineering problems and scenarios grounded in real design, modeling, estimating, construction, and project workflows - Review AI-generated responses for technical accuracy, practical feasibility, and alignment with industry standards and engineering practice - Evaluate calculations, assumptions, models, quantities, estimates, and design recommendations for technical soundness and real-world applicability - Assess AI-generated technical work involving structural design, code compliance, fabrication-accurate modeling, quantity takeoffs, estimating, and applied engineering analysis - Provide clear, structured written feedback to help improve AI model performance - Complete tasks at your own pace, with no set schedule or minimum-hour requirement Project Details - Work remotely and asynchronously from wherever you are. - Set your own schedule with no minimum time requirement. - Project placement depends on current availability. If this opportunity is full, additional projects will become available soon. Qualifications Ideal candidates meet all four of the following: - Recent experience — Currently working as a civil or structural engineer, or have worked in the field within the past three years - Degree — BS, MS, or PhD in Civil Engineering, Structural Engineering, or a closely related field - Hands-on ownership — Experience personally producing models, calculations, quantities, estimates, or other technical deliverables that others rely on to build, price, review, or approve work - Technical depth — Demonstrated experience in one or more of the following areas: - Code-based structural design and analysis - Fabrication-accurate modeling and detailing - Quantity takeoff and estimating - Applied simulation - Construction documentation and technical deliverables - Building, infrastructure, or structural project design Additional Qualifications These are not required but will strengthen your application: - Professional Engineer (PE) license or Engineer-in-Training (EIT) certification - Experience applying relevant building codes, structural standards, and engineering specifications - Proficiency with engineering and modeling tools such as AutoCAD, Revit, Civil 3D, Tekla Structures, SAP2000, ETABS, STAAD.Pro, RAM Structural System, RISA, or comparable software - Experience with structural materials and systems including steel, reinforced concrete, timber, masonry, foundations, or specialty structures - Experience with construction estimating, quantity surveying, cost modeling, or takeoff software - Experience with BIM workflows, construction documentation, detailing, or multidisciplinary coordination - Experience at an engineering consultancy, architecture/engineering firm, contractor, EPC firm, construction company, infrastructure organization, or other employer where engineers directly own technical project deliverables Required for All Applicants - Have Canadian work authorization - Strong written communication and attention to detail - Ability to explain complex civil and structural engineering concepts clearly - Ability to work independently in a remote, asynchronous environment

Source pay statements: Up to $72/hr Depending on the project

Requirements: Ideal candidates meet all three of the following: Industry experience — 2+ years of hands-on EE work in industry Degree — MS or PhD in Electrical, Electronics, or Computer Engineering. A BS in EE also qualifies when paired with strong industry experience Sub-domain depth — demonstrated expertise in one of the following areas: Power systems, microgrids, or high-voltage engineering Semiconductors, chip design, or EDA Embedded systems, DSP, or RF Additional qualifications (not required, but strengthen your application) Proficiency with industry tools such as MATLAB/Simulink, Python, SPICE, PSCAD, ETAP, PSS®E, Cadence, Synopsys, Altium, KiCad, Verilog/SystemVerilog, or comparable EDA and simulation environments Experience at a recognized EE/hardware employer (e.g. Qualcomm, TI, Intel, NVIDIA, GE, Siemens) Required for all applicants Have Canadian work authorization Strong written communication, attention to detail, and the ability to work independently in a remote, asynchronous environment

Source restriction statements: Have Canadian work authorization

Source description: Opportunity Overview Handshake is looking for experienced electrical and computer engineers to support AI research through flexible, part-time contract work. This is not a traditional job — you'll draw on your hands-on industry experience in power systems, semiconductors, or embedded/RF design to evaluate AI-generated content and provide feedback that helps AI reason like a practicing engineer. This is an ongoing, project-based opportunity you can take on alongside your current role. What You'll Do Use your industry expertise to create expert-level engineering problems and scenarios grounded in real design, test, and field work Review and evaluate AI-generated responses for technical accuracy, practical feasibility, and alignment with how the work is actually done Provide structured written feedback to help improve AI model performance Complete tasks at your own pace with no set schedule or minimum hour requirement Qualifications Ideal candidates meet all three of the following: Industry experience — 2+ years of hands-on EE work in industry Degree — MS or PhD in Electrical, Electronics, or Computer Engineering. A BS in EE also qualifies when paired with strong industry experience Sub-domain depth — demonstrated expertise in one of the following areas: Power systems, microgrids, or high-voltage engineering Semiconductors, chip design, or EDA Embedded systems, DSP, or RF Additional qualifications (not required, but strengthen your application) Proficiency with industry tools such as MATLAB/Simulink, Python, SPICE, PSCAD, ETAP, PSS®E, Cadence, Synopsys, Altium, KiCad, Verilog/SystemVerilog, or comparable EDA and simulation environments Experience at a recognized EE/hardware employer (e.g. Qualcomm, TI, Intel, NVIDIA, GE, Siemens) Required for all applicants Have Canadian work authorization Strong written communication, attention to detail, and the ability to work independently in a remote, asynchronous environment

Source pay statements: Up to $96/hr Depending on the project

Requirements: - Industry experience — working mechanical engineer or current undergraduate/graduate student who has personally produced a part, assembly, or analysis that someone else manufactured, tested, or approved from - Degree — BS, MS, or PhD in Mechanical Engineering or a closely related engineering field - If you are in the process of completing your bachelor's degree, internship experience is required. - Mechanical expertise — demonstrated depth in one or more of the following areas: - Parametric solid modeling built to tolerance - GD&T-fluent drawing interpretation - Standards-based mechanical design calculations - FEA validated against hand calcs Additional Qualifications: These are not required but will strengthen your application: - Professional Engineer (PE) license or comparable professional certification - Experience applying relevant ASME, ANSI, ISO, or industry-specific design standards - Proficiency with tools such as SolidWorks, Creo, NX, CATIA, Inventor, Fusion 360, ANSYS, Abaqus, Nastran, MATLAB, or comparable modeling and analysis environments - Experience producing manufacturing-ready drawings or models — for machining, sheet metal, casting, injection molding, or additive processes - Experience at a manufacturer, product design firm, aerospace/defense contractor, automotive supplier, or as a current MS/PhD student in Mechanical or a closely related engineering discipline Required for All Applicants: - Based in Canada - Strong written communication and attention to detail - Ability to explain complex mechanical engineering concepts clearly - Ability to work independently in a remote, asynchronous environment

Source description: Overview Handshake is looking for experienced Mechanical Engineers to support AI research through flexible, part-time contract work. This is not a traditional engineering role—you'll draw on your hands-on experience in parametric solid modeling, GD&T-fluent drawing interpretation, standards-based mechanical calcs, or FEA validated with hand calcs to evaluate AI-generated content and provide feedback that helps AI reason like a practicing mechanical engineer. This is an ongoing, project-based opportunity that you can take on alongside your current role or studies. What You'll Do - Create expert-level mechanical engineering problems and scenarios grounded in real part, assembly, and analysis work that gets manufactured, tested, or approved - Review AI-generated responses for technical accuracy, practical feasibility, manufacturability, and alignment with industry standards and engineering practice - Evaluate models, drawings, tolerances, calculations, and FEA results for correctness, defensibility, and whether a reviewer could dimension against them - Provide clear, structured written feedback to help improve AI model performance - Complete tasks at your own pace, with no set schedule or minimum-hour requirement Qualifications - Industry experience — working mechanical engineer or current undergraduate/graduate student who has personally produced a part, assembly, or analysis that someone else manufactured, tested, or approved from - Degree — BS, MS, or PhD in Mechanical Engineering or a closely related engineering field - If you are in the process of completing your bachelor's degree, internship experience is required. - Mechanical expertise — demonstrated depth in one or more of the following areas: - Parametric solid modeling built to tolerance - GD&T-fluent drawing interpretation - Standards-based mechanical design calculations - FEA validated against hand calcs Additional Qualifications: These are not required but will strengthen your application: - Professional Engineer (PE) license or comparable professional certification - Experience applying relevant ASME, ANSI, ISO, or industry-specific design standards - Proficiency with tools such as SolidWorks, Creo, NX, CATIA, Inventor, Fusion 360, ANSYS, Abaqus, Nastran, MATLAB, or comparable modeling and analysis environments - Experience producing manufacturing-ready drawings or models — for machining, sheet metal, casting, injection molding, or additive processes - Experience at a manufacturer, product design firm, aerospace/defense contractor, automotive supplier, or as a current MS/PhD student in Mechanical or a closely related engineering discipline Required for All Applicants: - Based in Canada - Strong written communication and attention to detail - Ability to explain complex mechanical engineering concepts clearly - Ability to work independently in a remote, asynchronous environment

Source pay statements: Up to $72/hr Depending on the project

Requirements: A PhD in Chemistry (completed or in progress) or a completed Master's in Chemistry

Source description: What We're Working On We're partnering with leading technology and research teams on advanced chemistry projects. Experts design original, challenging chemistry problems and write a correct, expert-level solution for each. How It Works After a short application and screening interview, approved experts complete an onboarding assessment and then work on written tasks remotely. Each task is one original chemistry problem with a full solution and takes up to 4 hours. Every task is reviewed for accuracy and quality before approval. Who This Is For A PhD in Chemistry (completed or in progress) or a completed Master's in Chemistry

Source pay statements: Earn $112 per task

Requirements: We welcome practicing attorneys, legal scholars, paralegals, and specialists with deep domain expertise. Candidates should have demonstrable experience navigating complex legal subject matter and drafting professional legal documentation. We also welcome specialized consultants and compliance experts who handle rigorous legal reasoning daily.

Source description: What We're Researching We're running a paid engagement to evaluate how specialized legal workflows are completed in practice. This initiative helps us establish high-quality benchmarks for complex legal reasoning and document analysis. The work feeds directly into improving software tools designed for legal professionals. How It Works You will complete a series of specialized legal tasks and workflows tailored to your area of expertise. The work is conducted remotely using software-based time tracking to log your flexible weekly commitment. Participants will analyze provided materials, draft responses, and structure legal arguments based on prompts. The flow of tasks will adapt to your specific domain knowledge over the course of the engagement. Who This Is For We welcome practicing attorneys, legal scholars, paralegals, and specialists with deep domain expertise. Candidates should have demonstrable experience navigating complex legal subject matter and drafting professional legal documentation. We also welcome specialized consultants and compliance experts who handle rigorous legal reasoning daily.

Source pay statements: Earn $112 per hour

Requirements: US-based architects, architectural designers or BIM professionals Strong hands-on Revit experience. A free Revit trial is fine, but Revit needs Windows. A good eye for drawing quality, code and documentation standards Important: AI tools may not be used to build the model, write your review, or polish your answers. Submissions showing AI use are disqualified. The client is paying for human architectural judgment.

Source restriction statements: US-based architects, architectural designers or BIM professionals

Source description: What we’re doing We’re building a high-quality dataset that captures how experienced architects judge good vs. bad drawings and Revit models. We need your professional judgment, not AI. How it works Calibration (about 2 hours): model two small rooms in Revit. Then review two sample tasks: watch a short walkthrough, fix a flawed review checklist, and grade the work. If approved: ongoing paid tasks at $100/hr Who should apply US-based architects, architectural designers or BIM professionals Strong hands-on Revit experience. A free Revit trial is fine, but Revit needs Windows. A good eye for drawing quality, code and documentation standards Important: AI tools may not be used to build the model, write your review, or polish your answers. Submissions showing AI use are disqualified. The client is paying for human architectural judgment.

Source pay statements: Earn $100 per hour

Requirements: We are looking for licensed and practicing radiologists with strong clinical diagnostic experience. We welcome general radiologists, neuroradiologists, musculoskeletal radiologists, and other imaging subspecialists. Candidates must be comfortable applying standardized rubrics to complex diagnostic cases.

Source description: What We're Researching We're running a paid study on the accuracy and reliability of diagnostic imaging algorithms. High-quality reference evaluations are essential for establishing safe and effective medical benchmarks. Your clinical expertise will directly inform the baseline ground truth used to evaluate these emerging tools. How It Works You will review a series of de-identified medical images and associated clinical cases through a secure remote platform. For each case, you will provide an expert read and complete a structured scoring rubric. The workflow involves assessing specific diagnostic criteria and highlighting key anatomical or pathological findings. All tasks are completed asynchronously, allowing you to evaluate the cases at your own pace. Who This Is For We are looking for licensed and practicing radiologists with strong clinical diagnostic experience. We welcome general radiologists, neuroradiologists, musculoskeletal radiologists, and other imaging subspecialists. Candidates must be comfortable applying standardized rubrics to complex diagnostic cases.

Source pay statements: Earn $210 per hour

Requirements: A PhD in Chemistry (completed or in progress) or a completed Master's in Chemistry

Source description: What We're Working On We're partnering with leading technology and research teams on advanced chemistry projects. Experts design original, challenging chemistry problems and write a correct, expert-level solution for each. How It Works After a short application and screening interview, approved experts complete an onboarding assessment and then work on written tasks remotely. Each task is one original chemistry problem with a full solution and takes up to 4 hours. Every task is reviewed for accuracy and quality before approval. Who This Is For A PhD in Chemistry (completed or in progress) or a completed Master's in Chemistry

Source pay statements: Earn $160 per task

Requirements: We are looking for current radiology residents who have hands-on experience interpreting diagnostic imaging. We welcome residents across all training years and sub-specialty rotations, including diagnostic radiology, interventional radiology, and neuroradiology tracks. Candidates must be comfortable applying structured evaluation frameworks to diverse clinical presentations.

Source description: What We're Researching We're running a paid project on clinical image interpretation to build robust performance benchmarks. This work directly supports the development of more accurate diagnostic evaluation tools by establishing reliable scoring rubrics. Your clinical expertise will ensure the reference standards reflect realistic medical assessments. How It Works During this remote project, you will review a series of de-identified medical images and clinical cases on your desktop. You will be asked to provide your expert read on each case using a structured scoring rubric. The workflow involves examining the provided imaging data and recording your diagnostic evaluations asynchronously. Your detailed assessments will serve as the reference evaluations for our ongoing benchmarking efforts. Who This Is For We are looking for current radiology residents who have hands-on experience interpreting diagnostic imaging. We welcome residents across all training years and sub-specialty rotations, including diagnostic radiology, interventional radiology, and neuroradiology tracks. Candidates must be comfortable applying structured evaluation frameworks to diverse clinical presentations.

Source pay statements: Earn $90 per hour

Requirements: We are looking for detail-oriented individuals with prior experience in data annotation, data labeling, or AI model evaluation. We welcome freelance labelers, QA testers, content moderators, and machine learning data specialists. You must be comfortable working independently and adapting to new labeling guidelines as project parameters evolve.

Source description: What We're Researching We are running a paid project focused on generating high-quality labeled data for artificial intelligence models. This ongoing initiative helps refine machine learning systems across a variety of formats and subject matters. Your work directly contributes to improving model accuracy, safety, and reasoning capabilities. How It Works You will log into our remote platform to access a queue of diverse annotation assignments. Depending on the current batch, you might categorize text, highlight specific entities, or evaluate AI-generated responses for quality. You will work through these assignments independently and at your own pace. The project features rolling availability, allowing you to seamlessly fit the work around your existing schedule. Who This Is For We are looking for detail-oriented individuals with prior experience in data annotation, data labeling, or AI model evaluation. We welcome freelance labelers, QA testers, content moderators, and machine learning data specialists. You must be comfortable working independently and adapting to new labeling guidelines as project parameters evolve.

Source pay statements: Earn $40 per hour

Requirements: We welcome board-certified radiologists, imaging specialists, and attending physicians with extensive experience in diagnostic image review. Ideal candidates are comfortable interpreting complex clinical cases across multiple modalities and translating those reads into structured scoring rubrics. We also welcome specialized fellows who regularly perform diagnostic reads in their daily clinical practice.

Source description: What We're Researching We're hiring medical imaging specialists to evaluate clinical cases and build scoring rubrics for diagnostic benchmarks. This work directly supports the creation of rigorous reference standards for emerging clinical tools. Your expertise ensures that these benchmarks reflect accurate, clinically sound interpretations across various imaging modalities. How It Works You will review a series of de-identified medical images and associated clinical cases through a secure remote platform. For each case, you will provide expert reads and apply specific scoring rubrics based on the provided criteria. The process involves carefully evaluating the scans, documenting your findings, and submitting reference evaluations asynchronously. You can expect to navigate multiple imaging modalities while completing these structured tasks. Who This Is For We welcome board-certified radiologists, imaging specialists, and attending physicians with extensive experience in diagnostic image review. Ideal candidates are comfortable interpreting complex clinical cases across multiple modalities and translating those reads into structured scoring rubrics. We also welcome specialized fellows who regularly perform diagnostic reads in their daily clinical practice.

Source pay statements: Earn $126 per hour

Requirements: A PhD in Chemistry (completed or in progress) or a completed Master's in Chemistry

Source description: What We're Working On We're partnering with leading technology and research teams on advanced chemistry projects. Experts design original, challenging chemistry problems and write a correct, expert-level solution for each. How It Works After a short application and screening interview, approved experts complete an onboarding assessment and then work on written tasks remotely. Each task is one original chemistry problem with a full solution and takes up to 4 hours. Every task is reviewed for accuracy and quality before approval. Who This Is For A PhD in Chemistry (completed or in progress) or a completed Master's in Chemistry

Source pay statements: Earn $77 per task

Requirements: We are looking for practicing pharmacists with strong clinical evaluation skills. We welcome retail pharmacists, clinical pharmacists, and those working in specialized hospital settings. Candidates should be highly comfortable reviewing patient cases and communicating complex medical reasoning clearly.

Source description: What We're Researching We're running a paid project on clinical decision-making to help benchmark medical AI systems. This work feeds directly into improving how automated tools interpret pharmaceutical data and patient cases. Your medical expertise ensures these emerging technologies rely on accurate, real-world clinical standards. How It Works You will review a series of de-identified clinical cases and pharmaceutical product images through our remote platform. For each case, you will provide detailed expert reviews and help develop scoring rubrics for AI evaluation. The workflow involves assessing the provided data, identifying key clinical markers, and documenting your professional judgment. You will complete these tasks asynchronously while following our structured evaluation guidelines. Who This Is For We are looking for practicing pharmacists with strong clinical evaluation skills. We welcome retail pharmacists, clinical pharmacists, and those working in specialized hospital settings. Candidates should be highly comfortable reviewing patient cases and communicating complex medical reasoning clearly.

Source pay statements: Earn $90 per hour

Requirements: Solid professional software engineering experience, backend and frontend. You've built and debugged real systems, and you care about testing them well. Clear written communication, and comfort working independently from written docs. 10–20+ hours a week, starting soon.

Source restriction statements: US and Canada preferred for timezone overlap; exceptional candidates elsewhere are welcome.

Source description: Remote · Contract · $45-75/hr, paid weekly · 10–20+ hrs/week We build coding tasks used to train and evaluate frontier AI coding agents. We're looking for experienced software engineers to design them. What the work involves Writing realistic engineering tasks on full-stack web apps: the kind of problem a real team has in its backlog, on codebases that grow as each task builds on the last. Writing the tests that decide whether a solution is correct. Going beyond the UI: new services and APIs, a backend in another language (Go, Rust, Java), gRPC, rate limiting — drawing on systems you've actually built. Sharing what you've seen work in other projects and flagging what should change in ours. The apps are TypeScript (React, Node, SQLite, Playwright). Use AI tools as much as you like to write code and tests. What we're looking for Solid professional software engineering experience, backend and frontend. You've built and debugged real systems, and you care about testing them well. Clear written communication, and comfort working independently from written docs. 10–20+ hours a week, starting soon. How it works A short screener, a brief AI interview, and a paid work trial on the codebase you'd keep working on. US and Canada preferred for timezone overlap; exceptional candidates elsewhere are welcome. LinkedIn and GitHub required.

Source pay statements: Earn $75 per hour

Requirements: We are looking for individuals with a strong eye for detail and visual consistency. We welcome brand reviewers, graphic designers, content moderators, and general evaluators with an interest in media curation. You should be comfortable reading a brief set of guidelines and making rapid, accurate judgments based on those rules.

Source description: What We're Researching We're running a paid study on visual brand consistency and image selection. Our team is working to understand how different images align with established brand guidelines. This effort feeds directly into improving the visual quality and coherence of our digital assets. How It Works You will complete a 30-minute calibration task hosted remotely on our platform. During the session, you will review several image pairs and evaluate how well each matches a set of provided brand guidelines. You will then submit your selections and feedback through a structured form. After finishing the initial task, you will complete a standard onboarding process for future review opportunities. Who This Is For We are looking for individuals with a strong eye for detail and visual consistency. We welcome brand reviewers, graphic designers, content moderators, and general evaluators with an interest in media curation. You should be comfortable reading a brief set of guidelines and making rapid, accurate judgments based on those rules.

Source pay statements: Earn $85 per hour

Requirements: We are looking for hardware engineers, IC designers, and electrical engineering professionals with strong backgrounds in circuit simulation. You should have hands-on experience writing and debugging SPICE models for transistor-level designs. We welcome analog design engineers, mixed-signal engineers, and CAD workflow specialists to apply.

Source description: What We're Researching We're running a paid study on transistor-level circuit design and simulation methodologies. The goal of this ongoing technical project is to evaluate and refine automated workflows for complex circuit analysis. Your expertise will help us build more robust evaluation pipelines for modern hardware engineering. How It Works You will participate in a series of technical tasks involving transistor-level circuit design. The work includes running SPICE simulations and reviewing automated evaluation outputs for accuracy. You will document your findings, troubleshoot simulation errors, and provide structured feedback on the workflow performance. All tasks are completed remotely through our secure evaluation platform. Who This Is For We are looking for hardware engineers, IC designers, and electrical engineering professionals with strong backgrounds in circuit simulation. You should have hands-on experience writing and debugging SPICE models for transistor-level designs. We welcome analog design engineers, mixed-signal engineers, and CAD workflow specialists to apply.

Source pay statements: Earn $158 per hour

Requirements: We are looking for current radiology residents with strong clinical diagnostic skills. We welcome residents across all years of training, as well as those pursuing sub-specialty fellowships in areas like neuroradiology, musculoskeletal, or body imaging. Ideal participants are comfortable navigating digital diagnostic environments and articulating structured clinical findings.

Source description: What We're Researching We're running a paid study on medical imaging diagnostics to build high-quality clinical reference benchmarks. This work directly supports the validation of advanced clinical tools by establishing reliable scoring rubrics based on expert reads. Your input will ensure these evaluations are grounded in rigorous, modern radiological practices. How It Works You will review a series of de-identified medical images and associated clinical cases through a secure remote platform. For each case, you will provide a detailed expert read and fill out specific scoring rubrics. The task involves evaluating findings, noting diagnostic certainty, and structuring your observations into a standardized reference format. All reviews are conducted asynchronously, allowing you to complete the evaluations at your own pace within the study window. Who This Is For We are looking for current radiology residents with strong clinical diagnostic skills. We welcome residents across all years of training, as well as those pursuing sub-specialty fellowships in areas like neuroradiology, musculoskeletal, or body imaging. Ideal participants are comfortable navigating digital diagnostic environments and articulating structured clinical findings.

Source pay statements: Earn $105 per hour

Requirements: We welcome investment analysts, portfolio managers, financial writers, and other finance professionals with deep market knowledge. Candidates should be comfortable working independently and authoring complex financial text. Experience with independent project work or remote time-tracking tools is highly beneficial.

Source description: What We're Researching We are hiring investment finance experts to complete domain-specific tasks and authoring assignments. This paid initiative relies on professional market knowledge to build and evaluate complex financial content. Your expertise will directly inform the quality and accuracy of our specialized finance resources. How It Works You will work independently on an external platform to complete a variety of investment finance assignments. The work involves writing detailed financial content and solving structured domain tasks. You will manage your own time on an hourly basis, logging your activity using Insightful time-tracking software. All assignments are completed asynchronously from your own workspace. Who This Is For We welcome investment analysts, portfolio managers, financial writers, and other finance professionals with deep market knowledge. Candidates should be comfortable working independently and authoring complex financial text. Experience with independent project work or remote time-tracking tools is highly beneficial.

Source pay statements: Earn $91 per hour

Requirements: We are looking for experienced technical professionals who regularly create or review engineering presentations. We welcome software engineers, engineering managers, product managers, and data scientists. Candidates should be highly familiar with technical documents like postmortems, roadmaps, and architecture reviews. Calibration exam All experts will be eligible for a one-time $100 reward upon completing and passing the Terac calibration exam.

Source description: What We're Researching We are running a paid project to determine what constitutes a highly effective technical presentation. Our goal is to train our models to understand how professionals structure and communicate complex technical information. This work feeds directly into improving automated evaluations of design reviews, roadmaps, and postmortems. How It Works You will review various technical slide decks relevant to your field on a flexible, remote schedule. During your tasks, you will examine materials like design reviews, experiment readouts, and model launches. After reviewing the materials, you will rank them based on clarity, structure, and overall effectiveness. This asynchronous work requires you to provide thoughtful feedback on why certain presentations succeed where others fail. Who This Is For We are looking for experienced technical professionals who regularly create or review engineering presentations. We welcome software engineers, engineering managers, product managers, and data scientists. Candidates should be highly familiar with technical documents like postmortems, roadmaps, and architecture reviews. Calibration exam All experts will be eligible for a one-time $100 reward upon completing and passing the Terac calibration exam.

Source pay statements: Earn $110 per hour

Requirements: We welcome experienced outbound callers, sales representatives, telemarketers, and customer outreach specialists. You should be highly motivated, comfortable speaking on the phone, and capable of managing your own remote work schedule. Individuals looking for flexible, ongoing calling opportunities are an ideal fit.

Source description: What We're Researching We're hiring motivated outbound callers to join our growing network for ongoing campaigns. This initiative helps us establish a reliable pool of remote talent to handle consistent calling volume. Your efforts directly feed into our continuous outreach strategies. How It Works You will operate fully remotely, completing outbound calls to provided contacts. The workflow involves following a script, speaking with prospects, and logging the outcomes of each conversation. As part of our network, you can take on as much work as your schedule allows, with no cap on hours. You will use your own desktop or phone setup to manage these ongoing tasks. Who This Is For We welcome experienced outbound callers, sales representatives, telemarketers, and customer outreach specialists. You should be highly motivated, comfortable speaking on the phone, and capable of managing your own remote work schedule. Individuals looking for flexible, ongoing calling opportunities are an ideal fit.

Source pay statements: Earn $30 per hour

Source restriction statements: Role Title: CUDA Engineering Expert Role Type: Contractor Location: Remote micro1 is engaging CUDA Engineering Experts to contribute to a cutting-edge customer project focused on GPU kernel optimization in collaboration with a leading AI lab. · Preferred Qualifications Demonstrated expertise in CUDA programming, with a strong track record of performance-tuning GPU kernels. · Experience collaborating in remote, cross-disciplinary project settings is a plus.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: CUDA Engineering Expert Role Type: Contractor Location: Remote micro1 is engaging CUDA Engineering Experts to contribute to a cutting-edge customer project focused on GPU kernel optimization in collaboration with a leading AI lab. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Analyze, profile, and optimize GPU kernels using CUDA and relevant profiling tools to maximize computational throughput on modern hardware. Collaborate with project stakeholders to assess and identify kernel bottlenecks, proposing targeted optimization strategies. Refactor C++ and CUDA codebases for improved maintainability, efficiency, and adaptability across diverse GPU architectures. Implement shader logic and graphics workflows using GLSL and WebGPU, ensuring seamless integration with existing pipelines. Document key findings, optimization steps, and performance improvements with clear, actionable reports and technical communication. Contribute expertise to design discussions, supporting the evaluation of new GPU-based approaches and performance metrics. Stay informed on advancements in GPU programming and share relevant insights to enhance project outcomes. Preferred Qualifications Demonstrated expertise in CUDA programming, with a strong track record of performance-tuning GPU kernels. Advanced C++ development skills, particularly in high-performance computing environments. Hands-on experience with GLSL and WebGPU for graphics and compute shader development. Proficiency using GPU profilers (such as Nsight, Visual Profiler, or similar tools) for guided optimization. Strong analytical abilities to evaluate and reason about kernel performance across hardware generations. Excellent written and verbal communication skills—clear documentation and technical reporting are essential. Experience collaborating in remote, cross-disciplinary project settings is a plus.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 60–100; currency not specified; hour.

Source restriction statements: Role Title: Voice Recorder (French + English) Role Type: Contractor Location: Remote micro1 is engaging with French bilingual speakers to contribute to a customer's audio project focused on advancing machine learning. · Collaborate remotely with project coordinators to address feedback and ensure deliverables meet technical standards. · Preferred Qualifications Native-level proficiency in French, with strong command of spoken and written language. · Familiarity with remote collaboration tools and digital file submission platforms.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Voice Recorder (French + English) Role Type: Contractor Location: Remote micro1 is engaging with French bilingual speakers to contribute to a customer's audio project focused on advancing machine learning. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Record high-quality audio clips in both French and English, following provided scripts and prompts. Listen to and evaluate audio samples, providing accurate feedback on clarity and intelligibility. Create recordings in diverse settings, such as a stationary car or quiet office, to offer realistic environmental data. Generate background noises (e.g., rustling papers, tapping surfaces) as requested, ensuring all sounds are captured safely and clearly. Adhere to project guidelines concerning data privacy, safety, and specific recording requirements. Accurately document and submit each completed audio file with all necessary metadata. Collaborate remotely with project coordinators to address feedback and ensure deliverables meet technical standards. Preferred Qualifications Native-level proficiency in French, with strong command of spoken and written language. At least B2-level proficiency in English, with clear verbal and written communication skills. Prior experience with audio recording or voice-over is advantageous. Comfort working independently and adhering to precise technical guidelines. Exceptional attention to detail for both production quality and documentation. Ability to generate authentic background sounds as directed. Familiarity with remote collaboration tools and digital file submission platforms.

Other source conditions: part-time · Flexible · job Location Type: TELECOMMUTE · location type: remote

Source pay statements: Source ideal hourly rate: 30–65; currency not specified; hour.

Source restriction statements: Role Title: Voice Recorder (Japanese + English) Role Type: Contractor Location: Remote micro1 is engaging Japanese bilingual experts to contribute to a customer's audio project focused on advancing machine learning. · Collaborate remotely with project coordinators on clarifications, updates, or feedback related to deliverables. · Preferred Qualifications Native-level proficiency in Japanese, with clear enunciation and natural fluency. · Comfort working independently in a remote setting and managing your own workflow for assigned tasks.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Voice Recorder (Japanese + English) Role Type: Contractor Location: Remote micro1 is engaging Japanese bilingual experts to contribute to a customer's audio project focused on advancing machine learning. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Record yourself reading sentences in Japanese, either from a stationary car or a quiet office environment. Create specific background noises (such as seatbelt clicks, door openings, or car indicator signals) while ensuring all audio is captured with the vehicle stationary and in a safe manner. Follow detailed linguistic and technical guidelines to ensure consistency and reliability of language data. Submit high-quality audio recordings and accompanying written feedback as required by the project. Collaborate remotely with project coordinators on clarifications, updates, or feedback related to deliverables. Ensure all recordings and data submissions comply with confidentiality and ethical use guidelines. Preferred Qualifications Native-level proficiency in Japanese, with clear enunciation and natural fluency. Strong written and verbal communication skills in both Japanese and at least B2-level English. Ability to follow precise instructions and meet project specifications for audio quality and content. Comfort working independently in a remote setting and managing your own workflow for assigned tasks. Attention to detail, especially regarding pronunciation, background noise, and data accuracy.

Other source conditions: part-time · Flexible · job Location Type: TELECOMMUTE · location type: remote

Source pay statements: Source ideal hourly rate: 30–65; currency not specified; hour.

Source restriction statements: Role Title: Voice Recorder (Korean + English) Role Type: Contractor Location: Remote micro1 is engaging Korean Bilingual Experts to participate in a unique language and audio project for a global customer. · Preferred Qualifications Native-level fluency in Korean, with the ability to communicate complex ideas effectively in both spoken and written form. · Comfortable working in remote settings using digital platforms and audio tools.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Voice Recorder (Korean + English) Role Type: Contractor Location: Remote micro1 is engaging Korean Bilingual Experts to participate in a unique language and audio project for a global customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Listen to audio clips and provide accurate transcriptions or evaluations of content in Korean. Record yourself reading provided sentences in your native language, either in a stationary car or a quiet office environment. Create specific background noises (such as seatbelt clicks or window motions) during recordings, when requested, ensuring all recordings are completed with the car stationary. Review and annotate audio data to support the development of speech and language AI models, following detailed project guidelines. Ensure clarity and naturalness in both written and spoken Korean, contributing to datasets that will be used for machine learning and AI research. Submit high-quality audio recordings and written feedback through the project platform, adhering to submission requirements. Comply with all privacy and data usage guidelines, acknowledging that recordings may be retained for ongoing research and system improvement. Preferred Qualifications Native-level fluency in Korean, with the ability to communicate complex ideas effectively in both spoken and written form. At least B2-level proficiency in English to follow instructions and provide basic feedback in English. Strong attention to detail, especially in audio quality, linguistic accuracy, and annotation. Ability to perform tasks independently and consistently meet project deadlines and deliverables. Comfortable working in remote settings using digital platforms and audio tools. Commitment to privacy and ethical data handling, with an understanding of how audio data supports AI development.

Other source conditions: full-time · Flexible · job Location Type: TELECOMMUTE · location type: remote

Source pay statements: Source ideal hourly rate: 20–65; currency not specified; hour.

Source restriction statements: Role Title: Vietnamese Bilingual Expert Role Type: Contractor Location: Remote micro1 is engaging Vietnamese Bilingual Experts to contribute to an impactful language and AI training project for a valued customer. · Preferred Qualifications Native-level proficiency in Vietnamese, with strong command of both spoken and written language. · Background in voice specialization, linguistics, phonetics, music/audio engineering, or related fields is prefered.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Vietnamese Bilingual Expert Role Type: Contractor Location: Remote micro1 is engaging Vietnamese Bilingual Experts to contribute to an impactful language and AI training project for a valued customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Listen to audio clips in Vietnamese and evaluate the nativeness and fluency of the speaker or model output. Assess pronunciation, intonation, and linguistic authenticity according to established guidelines. Document your assessments with clear, concise written feedback in English, noting key linguistic factors. Provide detailed justifications for each evaluation to ensure clarity and consistency in results. Collaborate with project coordinators to clarify requirements or address ambiguities in language content. Contribute insights to help improve AI model performance in Vietnamese language understanding and generation. Ensure timely and accurate completion of assigned audio review tasks, maintaining high standards of quality. Preferred Qualifications Native-level proficiency in Vietnamese, with strong command of both spoken and written language. Minimum B2 level proficiency in English, especially for written and verbal communication. Background in voice specialization, linguistics, phonetics, music/audio engineering, or related fields is prefered. Experience with audio analysis, transcription, or linguistic assessment is highly valued. Strong attention to detail and ability to articulate nuanced language differences. Excellent written and verbal communication skills, with a focus on clarity and accuracy. Familiarity with media, communications, or teaching is considered an asset.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 30–65; currency not specified; hour.

Source restriction statements: Role Title: Indonesian Bilingual Expert Role Type: Contractor Location: Remote micro1 is selecting Indonesian Bilingual Experts to support a customer's large-scale linguistic initiative. · Preferred Qualifications Native-level proficiency in Indonesian, with a deep understanding of regional dialects and cultural nuances. · Previous experience in translation, localization, linguistics, content moderation, or language quality assessment (preferred but not required). · Comfortable working independently in a remote setting and meeting project requirements punctually.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Indonesian Bilingual Expert Role Type: Contractor Location: Remote micro1 is selecting Indonesian Bilingual Experts to support a customer's large-scale linguistic initiative. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Listen to and review audio clips to assess the nativeness and fluency of AI-generated Indonesian speech. Provide detailed written and verbal feedback on language accuracy, pronunciation, intonation, and authenticity. Validate the cultural and contextual appropriateness of language used in audio samples. Document observations meticulously, ensuring clarity and actionable insight for model improvement. Collaborate with project coordinators to discuss findings and clarify guidelines as needed. Consistently deliver high-quality assessments within defined project timelines. Support the refinement of evaluation frameworks by sharing linguistically-informed suggestions. Preferred Qualifications Native-level proficiency in Indonesian, with a deep understanding of regional dialects and cultural nuances. Strong written and verbal communication skills in both Indonesian and English (minimum B2 proficiency in English). Keen attention to detail with a methodical and analytical approach to language evaluation. Previous experience in translation, localization, linguistics, content moderation, or language quality assessment (preferred but not required). Comfortable working independently in a remote setting and meeting project requirements punctually. Demonstrated ability to give clear, constructive feedback on language and communication style. Interest in contributing to advancements in AI-driven language technologies.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 30–65; currency not specified; hour.

Source restriction statements: Job Title: Member of Legal Staff, Commercial Counsel Job Type: Full-time Location : Remote (opportunity to work from our SF office) The Role We are looking for a high-potential commercial attorney to join our legal team. · Compensation & Benefits Notice The national pay range for this full-time position is base salary of $200,000 –$250,000. · All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. · micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. · All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Job Title: Member of Legal Staff, Commercial Counsel Job Type: Full-time Location : Remote (opportunity to work from our SF office) The Role We are looking for a high-potential commercial attorney to join our legal team. This person will initially focus on data-licensing agreements, inbound technology transactions, marketing and procurement contracts, and a broad range of other commercial matters. The ideal candidate has exceptional academic credentials, strong foundational legal training, and a demonstrated ability to move quickly. Experience with intellectual property and data licensing is valuable, but we care most about strong commercial-contracting fundamentals and the ability to work effectively with a broad range of internal stakeholders in a very fast paced, fluid environment. This is an opportunity for an ambitious attorney who wants to grow alongside a rapidly scaling company. We expect this person to develop expertise in new areas of the business, take on increasingly sophisticated matters, and materially expand their remit as their capabilities and the needs of the company grow. What You’ll Do Draft, review, and negotiate a broad range of commercial agreements, with a particular focus on data licensing, marketing, and inbound technology agreements. Support other commercial matters, including vendor agreements, partnership agreements, statements of work, and NDAs. Partner with internal teams to translate legal and contractual risk into clear, business-oriented recommendations. Develop a deep understanding of the company’s products, business model, technical environment, and data flows. Navigate novel legal and commercial questions with limited precedent, exercising strong judgment around when to make a call and when to escalate. Build and improve contract templates, negotiation playbooks, fallback positions, and self-service resources that help the business move faster. Identify opportunities to streamline legal operations through AI-enabled contract review, intake, automation, and knowledge management. Help shape scalable legal processes as the company and its commercial relationships grow in complexity. What We’re Looking For Juris Doctor (JD) and active membership in at least one U.S. state bar. Strong academic credentials and foundational legal training. Significant experience drafting and negotiating sophisticated commercial and technology agreements, particularly involving data, software, technology, or intellectual property. Excellent legal judgment and the ability to distinguish between theoretical risk and risk that materially impacts the business. Ability to quickly understand technical products, business models, and unfamiliar legal areas. Exceptional written and verbal communication skills, with a high bar for clarity and precision. Strong intellectual curiosity, adaptability, and a willingness to develop expertise in emerging areas. High ownership and comfort operating independently in a fast-moving, highly asynchronous environment. Nice to Have Experience at a top-tier law firm focused on technology transactions, commercial agreements, or IP. Experience with data licensing, artificial intelligence, privacy, or data protection. Familiarity with legal issues surrounding AI systems, data rights, permitted use, and emerging technology. Experience working with a venture-backed technology company, AI company, or other high-growth environment. Hands-on experience using AI or automation to improve legal workflows. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $200,000 –$250,000. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Pay warning: Source pay statements conflict. Confirm compensation on the application page; literal source values are shown below.

Source pay statements: Source ideal hourly rate: 350000–410000; currency not specified; hour. · Source ideal yearly compensation: 350000–420000; currency not specified; year.

Source restriction statements: Role Title: Music & Sound Annotation Expert Role Type: Contractor Location: Remote micro1 is engaging Music & Sound Annotation Experts to contribute to a customer's project at the forefront of music and audio technology. · What you'll do Listen to 30–90 second field recordings (headphones, your own quiet workspace) and complete structured annotations: which instruments are present, tempo and key, timestamps of background events (traffic, sirens, applause), scene details Compare paired recordings of the same song captured at different locations and judge what stayed the same and what changed In later phases: review AI model descriptions of clips and mark what's correct, wrong, or invented, with a brief written explanation Attend a paid onboarding/calibration session and a short weekly sync Who we're looking for (any of these backgrounds) Working or gigging musicians, session players, producers, or mixing engineers Music educators, ear-training instructors, band/choir directors, conservatory students or graduates Location sound recordists, sound designers, foley artists, or podcast/documentary audio editors Requirements 3+ years of hands-on music or audio experience Strong analytical listening: you can pick individual instruments out of a busy, noisy, real-world mix — not just studio recordings Can identify tempo (within a few BPM) and musical key (relative pitch with a reference is fine) Comfortable with detail-oriented, repetitive annotation work in a web platform — dropdowns, timestamps, short structured notes Clear written English for brief, evidence-based notes (e.g., "accordion enters around 0:12") Quality headphones, quiet workspace, reliable internet Available 20–25 hrs/week for the engagement window

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Music & Sound Annotation Expert Role Type: Contractor Location: Remote micro1 is engaging Music & Sound Annotation Experts to contribute to a customer's project at the forefront of music and audio technology. Your ears are the ground truth. You'll listen to short field recordings and document exactly what's audible — instruments, tempo, key, background sounds, crowd reactions — through a structured web platform built for this project. Later phases involve grading AI model answers against what you actually heard. What you'll do Listen to 30–90 second field recordings (headphones, your own quiet workspace) and complete structured annotations: which instruments are present, tempo and key, timestamps of background events (traffic, sirens, applause), scene details Compare paired recordings of the same song captured at different locations and judge what stayed the same and what changed In later phases: review AI model descriptions of clips and mark what's correct, wrong, or invented, with a brief written explanation Attend a paid onboarding/calibration session and a short weekly sync Who we're looking for (any of these backgrounds) Working or gigging musicians, session players, producers, or mixing engineers Music educators, ear-training instructors, band/choir directors, conservatory students or graduates Location sound recordists, sound designers, foley artists, or podcast/documentary audio editors Requirements 3+ years of hands-on music or audio experience Strong analytical listening: you can pick individual instruments out of a busy, noisy, real-world mix — not just studio recordings Can identify tempo (within a few BPM) and musical key (relative pitch with a reference is fine) Comfortable with detail-oriented, repetitive annotation work in a web platform — dropdowns, timestamps, short structured notes Clear written English for brief, evidence-based notes (e.g., "accordion enters around 0:12") Quality headphones, quiet workspace, reliable internet Available 20–25 hrs/week for the engagement window

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 30–45; currency not specified; hour.

Source restriction statements: Role Title: Human Intelligence Collector Role Type: Contractor (at least ~15 hs a week) Location: Remote, US-based preferred. · Scope of Work Conduct or assess structured elicitation and interview sessions to extract accurate and relevant information from varied subjects Establish rapport with participants to encourage open communication without applying pressure or coercion Analyze responses in real-time, reading tone, pacing, and nonverbal cues, and dynamically adjusting questioning strategies Assess the internal consistency, reliability, and potential evasiveness of responses, providing confidence assessments for each interaction Identify and annotate emotional and motivational drivers influencing participants' responses Document your analytical reasoning in a clear, traceable manner to support downstream review and learning Score or annotate sessions according to a detailed rubric, maintaining objectivity and consistency across multiple cases Preferred Qualifications 3–5+ years of experience in professional interviewing, intelligence elicitation, or investigative questioning (e.g., military HUMINT, law-enforcement interviewing, skilled negotiation) Training in recognized interviewing methodologies such as the PEACE model, cognitive interviewing, or similar frameworks Expertise in real-time interpretation of paralinguistic and nonverbal cues (tone, pacing, hesitation, gestures) Demonstrated ability to clearly justify analytical reads in writing, not just by intuition Exceptional written English skills with a focus on clarity, precision, and defensibility Experience working with diverse populations or through interpreters Familiarity with data annotation, AI model evaluation, or after-action/assessment report writing

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Human Intelligence Collector Role Type: Contractor (at least ~15 hs a week) Location: Remote, US-based preferred. micro1 is engaging Human Intelligence Collectors to contribute their expertise in elicitation and investigative questioning on a specialized customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is ideal for those with a background in complex interviewing or intelligence collection, and a keen ability to interpret subtle verbal and behavioral cues. Your written and verbal communication skills will play a pivotal role as you document your reasoning and analysis for technical and non-specialist audiences alike. Scope of Work Conduct or assess structured elicitation and interview sessions to extract accurate and relevant information from varied subjects Establish rapport with participants to encourage open communication without applying pressure or coercion Analyze responses in real-time, reading tone, pacing, and nonverbal cues, and dynamically adjusting questioning strategies Assess the internal consistency, reliability, and potential evasiveness of responses, providing confidence assessments for each interaction Identify and annotate emotional and motivational drivers influencing participants' responses Document your analytical reasoning in a clear, traceable manner to support downstream review and learning Score or annotate sessions according to a detailed rubric, maintaining objectivity and consistency across multiple cases Preferred Qualifications 3–5+ years of experience in professional interviewing, intelligence elicitation, or investigative questioning (e.g., military HUMINT, law-enforcement interviewing, skilled negotiation) Training in recognized interviewing methodologies such as the PEACE model, cognitive interviewing, or similar frameworks Expertise in real-time interpretation of paralinguistic and nonverbal cues (tone, pacing, hesitation, gestures) Demonstrated ability to clearly justify analytical reads in writing, not just by intuition Exceptional written English skills with a focus on clarity, precision, and defensibility Experience working with diverse populations or through interpreters Familiarity with data annotation, AI model evaluation, or after-action/assessment report writing

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 25–65; currency not specified; hour.

Source restriction statements: Role Title: Generalist Role Type: Contractor, Remote Location: United States micro1 is seeking AI Generalist Experts to contribute to a customer project focused on improving next-generation AI systems. · Preferred Qualifications A few years of professional work experience in any field, including business, technology, operations, or related domains.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Generalist Role Type: Contractor, Remote Location: United States micro1 is seeking AI Generalist Experts to contribute to a customer project focused on improving next-generation AI systems. In this role, you'll apply your professional experience, problem-solving skills, and familiarity with AI tools to complete real-world tasks, evaluate AI outputs, and provide structured feedback. Your expertise will help improve how AI models understand and perform practical tasks. Scope of Work Execute real-world digital workflows involving online platforms, products, and services. Use AI tools to complete assigned tasks and evaluate their performance. Perform online purchasing, payment, and cancellation workflows when required, following project guidelines. Document task execution through screenshots, observations, and structured feedback. Identify errors, inconsistencies, and areas for improvement in AI-generated outputs. Provide clear, detailed feedback to improve AI accuracy and real-world usability. Complete multiple assignments independently while maintaining high-quality standards. Preferred Qualifications A few years of professional work experience in any field, including business, technology, operations, or related domains. Hands-on experience using AI tools. Comfortable completing real-world purchasing and cancellation tasks, including using personal payment methods under approved reimbursement procedures. To be able to participate in this project, you will need to have biometrics available either on your laptop or your device, in order to complete check outs safely. This can be either fingerprint or face recognition. (Biometric data is not stored, it's just used to complete tasks securely) Strong digital literacy and confidence navigating online platforms and applications. Strong written communication and documentation abilities. Ability to work independently, manage multiple assignments, and maintain good weekly availability. Previous experience with micro1, AI training, digital projects, or similar assignments is a plus.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 30–49; currency not specified; hour.

Source restriction statements: Role Title: Humanitarian Aid Representative Role Type: Contractor Location: Remote micro1 is engaging Humanitarian Aid Representatives to contribute their field expertise in humanitarian and civilian protection for a unique project. · The focus of this engagement is to design, review, and refine scenarios involving civilian harm, protected persons, and the boundaries of legitimate activity, ensuring responses are grounded in International Humanitarian Law (IHL) and best practices in humanitarian action. · Preferred Qualifications Background in humanitarian operations, protection, or policy with organizations such as ICRC/Red Cross, UN agencies, or major NGOs. · Strong grounding in International Humanitarian Law and civilian-protection principles.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Humanitarian Aid Representative Role Type: Contractor Location: Remote micro1 is engaging Humanitarian Aid Representatives to contribute their field expertise in humanitarian and civilian protection for a unique project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. The focus of this engagement is to design, review, and refine scenarios involving civilian harm, protected persons, and the boundaries of legitimate activity, ensuring responses are grounded in International Humanitarian Law (IHL) and best practices in humanitarian action. Strong written and verbal communication skills are highly valued, as your insights and documentation will directly influence AI performance and sensitivity to complex humanitarian concerns. Scope of Work Develop nuanced cases and scenarios focused on civilian protection, proportionality, and humanitarian constraints for AI model evaluation. Assess and grade AI-generated responses for accuracy, depth of reasoning, and sensitivity to civilian-harm considerations. Identify and flag instances of excessive caution or insufficient restraint in model responses, highlighting humanitarian implications. Document challenging or ambiguous cases from a humanitarian perspective to inform future training and refinement. Collaborate with project stakeholders to clarify humanitarian concepts and contribute to guidance on IHL-related reasoning. Maintain precise, clear, and context-rich records of findings and recommendations. Preferred Qualifications Background in humanitarian operations, protection, or policy with organizations such as ICRC/Red Cross, UN agencies, or major NGOs. Strong grounding in International Humanitarian Law and civilian-protection principles. Experience in teaching, training, or field leadership related to humanitarian action or IHL dissemination. Exceptional written and verbal English communication skills, especially in crafting and reviewing complex case material. Proven ability to apply proportionality reasoning in conflict or protection scenarios. Experience documenting or reporting on edge cases or challenging humanitarian situations. Conflict-zone fieldwork, protection-cluster participation, or IHL-dissemination experience is highly valued. Learn More About Our Government & Defense Work At micro1, we work with government and defense experts to evaluate how advanced AI models perform on real-world tasks. Our MissionReport benchmark assesses AI-generated military and government reports, highlighting the importance of expert judgment, accuracy, and operational understanding. Learn more: https://www.micro1.ai/benchmark/mission-report

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 30–70; currency not specified; hour.

Source restriction statements: Role Title: Military Legal Advisor Role Type: Contractor Location: Remote micro1 is engaging Military Legal Advisors to contribute to a customer's project focused on evaluating and defining lawful/unlawful boundary cases within the defense and international law domains. · Assess and validate the legal defensibility of taxonomy boundaries, ensuring accurate application of LOAC and international law. · Preferred Qualifications Background as a Judge Advocate (JAG) or substantial experience in international humanitarian law and the law of armed conflict (LOAC). · Teaching, consulting, or advisory experience in military-legal or international-law contexts.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Military Legal Advisor Role Type: Contractor Location: Remote micro1 is engaging Military Legal Advisors to contribute to a customer's project focused on evaluating and defining lawful/unlawful boundary cases within the defense and international law domains. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Develop detailed boundary scenarios regarding lawful policy review and the constraints of military support. Assess and validate the legal defensibility of taxonomy boundaries, ensuring accurate application of LOAC and international law. Analyze and grade model responses for soundness of legal reasoning, clarity of limitations, and capacity to address legal uncertainty. Identify and flag instances where the model unduly refuses to engage with legitimate policy or legal questions. Contribute written and verbal feedback reflecting authoritative analysis and clear communication. Collaborate with other subject-matter experts to ensure rigorous review and consensus on disputed cases. Preferred Qualifications Background as a Judge Advocate (JAG) or substantial experience in international humanitarian law and the law of armed conflict (LOAC). Fluency in rules of engagement (ROE) and understanding of lawful boundaries in military and surveillance operations. Experience advising on operational legal matters in real-world military or governmental contexts. Proven ability to communicate complex legal concepts in both written and verbal formats. Demonstrated skill in policy review, case differentiation, and legal uncertainty reasoning. Teaching, consulting, or advisory experience in military-legal or international-law contexts. Familiarity with AI governance, ethics, or prior work on AI-related legal frameworks (nice to have). Learn More About Our Government & Defense Work At micro1, we work with government and defense experts to evaluate how advanced AI models perform on real-world tasks. Our MissionReport benchmark assesses AI-generated military and government reports, highlighting the importance of expert judgment, accuracy, and operational understanding. Learn more: https://www.micro1.ai/benchmark/mission-report

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 70–120; currency not specified; hour.

Source restriction statements: Role Title: Human Intelligence Collector (HUMINT) Role Type: Contractor (at least ~15 hs a week) Location: Remote, US-based preferred. · Scope of Work Conduct or assess structured elicitation and interview sessions to extract accurate and relevant information from varied subjects Establish rapport with participants to encourage open communication without applying pressure or coercion Analyze responses in real-time, reading tone, pacing, and nonverbal cues, and dynamically adjusting questioning strategies Assess the internal consistency, reliability, and potential evasiveness of responses, providing confidence assessments for each interaction Identify and annotate emotional and motivational drivers influencing participants' responses Document your analytical reasoning in a clear, traceable manner to support downstream review and learning Score or annotate sessions according to a detailed rubric, maintaining objectivity and consistency across multiple cases Preferred Qualifications 3–5+ years of experience in professional interviewing, intelligence elicitation, or investigative questioning (e.g., military HUMINT, law-enforcement interviewing, skilled negotiation) Training in recognized interviewing methodologies such as the PEACE model, cognitive interviewing, or similar frameworks Expertise in real-time interpretation of paralinguistic and nonverbal cues (tone, pacing, hesitation, gestures) Demonstrated ability to clearly justify analytical reads in writing, not just by intuition Exceptional written English skills with a focus on clarity, precision, and defensibility Experience working with diverse populations or through interpreters Familiarity with data annotation, AI model evaluation, or after-action/assessment report writing Learn More About Our Government & Defense Work At micro1, we work with government and defense experts to evaluate how advanced AI models perform on real-world tasks.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Human Intelligence Collector (HUMINT) Role Type: Contractor (at least ~15 hs a week) Location: Remote, US-based preferred. micro1 is engaging Human Intelligence Collectors to contribute their expertise in elicitation and investigative questioning on a specialized customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is ideal for those with a background in complex interviewing or intelligence collection, and a keen ability to interpret subtle verbal and behavioral cues. Your written and verbal communication skills will play a pivotal role as you document your reasoning and analysis for technical and non-specialist audiences alike. Scope of Work Conduct or assess structured elicitation and interview sessions to extract accurate and relevant information from varied subjects Establish rapport with participants to encourage open communication without applying pressure or coercion Analyze responses in real-time, reading tone, pacing, and nonverbal cues, and dynamically adjusting questioning strategies Assess the internal consistency, reliability, and potential evasiveness of responses, providing confidence assessments for each interaction Identify and annotate emotional and motivational drivers influencing participants' responses Document your analytical reasoning in a clear, traceable manner to support downstream review and learning Score or annotate sessions according to a detailed rubric, maintaining objectivity and consistency across multiple cases Preferred Qualifications 3–5+ years of experience in professional interviewing, intelligence elicitation, or investigative questioning (e.g., military HUMINT, law-enforcement interviewing, skilled negotiation) Training in recognized interviewing methodologies such as the PEACE model, cognitive interviewing, or similar frameworks Expertise in real-time interpretation of paralinguistic and nonverbal cues (tone, pacing, hesitation, gestures) Demonstrated ability to clearly justify analytical reads in writing, not just by intuition Exceptional written English skills with a focus on clarity, precision, and defensibility Experience working with diverse populations or through interpreters Familiarity with data annotation, AI model evaluation, or after-action/assessment report writing Learn More About Our Government & Defense Work At micro1, we work with government and defense experts to evaluate how advanced AI models perform on real-world tasks. Our MissionReport benchmark assesses AI-generated military and government reports, highlighting the importance of expert judgment, accuracy, and operational understanding. Learn more: https://www.micro1.ai/benchmark/mission-report

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 30–80; currency not specified; hour.

Source restriction statements: Role Title: Intelligence Analyst Role Type: Contractor Location: Remote micro1 is engaging Intelligence Analysts to contribute to a customer-facing project focused on evaluating and advancing artificial intelligence capabilities. · Preferred Qualifications Demonstrated all-source analytic experience or deep expertise in a specific analytic discipline, ideally with a civilian-IC background.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Intelligence Analyst Role Type: Contractor Location: Remote micro1 is engaging Intelligence Analysts to contribute to a customer-facing project focused on evaluating and advancing artificial intelligence capabilities. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Develop and map analytic cases to defined taxonomies across multiple evaluation areas, ensuring comprehensive coverage of relevant intelligence scenarios. Author complex test cases designed to evaluate model performance on source handling, analytic rigor, and nuanced uncertainty expression. Assess and grade AI-generated responses based on criteria such as reasoning, source use, recognition of limitations, and practical utility. Identify and flag instances where legitimate analytic exploration is over-refused by the model, providing clear documentation and feedback. Document edge cases and analytic disagreements, supporting continuous improvement of evaluation methodologies. Collaborate with project leads to refine procedures for source evaluation and confidence-level assignment. Contribute insights to help calibrate analytic standards and enhance the overall quality of AI system benchmarks. Preferred Qualifications Demonstrated all-source analytic experience or deep expertise in a specific analytic discipline, ideally with a civilian-IC background. Strong proficiency in source evaluation, confidence-level assessment, and established analytic standards. Experience in teaching, mentoring, or leading analytic reviews, with a record of fostering analytic rigor. Exceptional written and verbal communication skills, with a focus on clarity and precision. Ability to identify and articulate nuanced model limitations and over-refusal scenarios. Familiarity with structured analytic techniques and intelligence tradecraft standards. Previous participation in AI evaluation or model assessment initiatives is a plus. Learn More About Our Government & Defense Work At micro1, we work with government and defense experts to evaluate how advanced AI models perform on real-world tasks. Our MissionReport benchmark assesses AI-generated military and government reports, highlighting the importance of expert judgment, accuracy, and operational understanding. Learn more: https://www.micro1.ai/benchmark/mission-report

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 30–80; currency not specified; hour.

Source restriction statements: or PhD) Pay: $60–$120/hour Location: Global, fully remote Job Type: Contractor (~15 hours per week) Schedule: Flexible—you choose the hours and days you work, including weekends if desired We are looking for highly skilled Machine Learning Experts to contribute to an AI training project involving model development, training and inference systems, numerical computing, performance optimization, and Python. · Experience at a well-established technology company, AI laboratory, research organization, or other recognized engineering environment is strongly preferred.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Applied Scientists — Machine Learning (MSc. or PhD) Pay: $60–$120/hour Location: Global, fully remote Job Type: Contractor (~15 hours per week) Schedule: Flexible—you choose the hours and days you work, including weekends if desired We are looking for highly skilled Machine Learning Experts to contribute to an AI training project involving model development, training and inference systems, numerical computing, performance optimization, and Python. The work involves creating, solving, reviewing, and validating challenging machine-learning engineering tasks. A representative task may require implementing or modifying a model, constructing a reproducible training or inference workflow, optimizing memory or throughput, debugging numerical or system-level failures, and verifying that the resulting implementation satisfies objective correctness and performance requirements. This is a very coding heavy role. Candidates but have experience using coding agents with python in their workflow. What You’ll Work On Develop and validate machine-learning models, training pipelines, inference systems, and supporting infrastructure. Implement model components, data pipelines, evaluation systems, and numerical methods. Build reproducible programmatic workflows using Python and command-line tools. Required Qualifications A master’s degree or PhD in Computer Science, Machine Learning, Artificial Intelligence, Applied Mathematics, Statistics, Engineering, or a closely related quantitative discipline. Strong professional or research experience in machine learning. Practical proficiency with Python and coding agents. Equivalent tools may also be considered when the candidate demonstrates directly relevant depth. Experience at a well-established technology company, AI laboratory, research organization, or other recognized engineering environment is strongly preferred. Exceptional open-source or academic experience may also qualify. Process Apply to the role and complete the screening questions. Complete an AI interview of approximately 30 minutes. Complete the hiring manager review. Compensation Structure Compensation is output-based. Experts are paid per task that meets the project specifications. The time required to complete each task may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts who are ready to begin immediately. If selected, you will be expected to start your first task within 24–48 hours of completing onboarding.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 60–120; currency not specified; hour.

Source restriction statements: or PhD) Pay: $60–$120/hour Location: Global, fully remote Job Type: Contractor (~15 hours per week) Schedule: Flexible—you choose the hours and days you work, including weekends if desired We are looking for highly skilled Machine Learning Experts to contribute to an AI training project involving model development, training and inference systems, numerical computing, performance optimization, and Python. · Experience at a well-established technology company, AI laboratory, research organization, or other recognized engineering environment is strongly preferred.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Machine Learning Researcher (MSc. or PhD) Pay: $60–$120/hour Location: Global, fully remote Job Type: Contractor (~15 hours per week) Schedule: Flexible—you choose the hours and days you work, including weekends if desired We are looking for highly skilled Machine Learning Experts to contribute to an AI training project involving model development, training and inference systems, numerical computing, performance optimization, and Python. The work involves creating, solving, reviewing, and validating challenging machine-learning engineering tasks. A representative task may require implementing or modifying a model, constructing a reproducible training or inference workflow, optimizing memory or throughput, debugging numerical or system-level failures, and verifying that the resulting implementation satisfies objective correctness and performance requirements. This is a very coding heavy role. Candidates but have experience using coding agents with python in their workflow. What You’ll Work On Develop and validate machine-learning models, training pipelines, inference systems, and supporting infrastructure. Implement model components, data pipelines, evaluation systems, and numerical methods. Build reproducible programmatic workflows using Python and command-line tools. Required Qualifications A master’s degree or PhD in Computer Science, Machine Learning, Artificial Intelligence, Applied Mathematics, Statistics, Engineering, or a closely related quantitative discipline. Strong professional or research experience in machine learning. Practical proficiency with Python and coding agents. Equivalent tools may also be considered when the candidate demonstrates directly relevant depth. Experience at a well-established technology company, AI laboratory, research organization, or other recognized engineering environment is strongly preferred. Exceptional open-source or academic experience may also qualify. Process Apply to the role and complete the screening questions. Complete an AI interview of approximately 30 minutes. Complete the hiring manager review. Compensation Structure Compensation is output-based. Experts are paid per task that meets the project specifications. The time required to complete each task may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts who are ready to begin immediately. If selected, you will be expected to start your first task within 24–48 hours of completing onboarding.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 60–120; currency not specified; hour.

Source restriction statements: Role Title: AI Agent Tester — Real-World Tasks Role Type: Contractor Location: U.S based Opportunity Snapshot Pay: $25-45/hour Time per task: ~1.5 hours per run (evidence and scoring included) Project kickoff: Already active. · What you’ll do Run real-life scenarios: bills, returns, email follow-ups, bookings, shopping, groceries, travel, family logistics, outings, and forms Approve or stop the agent at key steps Screen record every attempt Score each run on completion, quality, control issues, satisfaction, and time Share clear written feedback on the agent experience Who we’re looking for US-based , with a Bachelor’s degree Someone who already uses AI in daily life 2-3 years of experience, preferably in engineering, business management, or office/operations Detail-oriented, great at following instructions and documenting each step Clear written communication Generalists welcome, domain experts preferred No coding or AI background needed Why you’ll like it Get paid to use the AI tools you already use Work entirely from your phone, on your schedule Have a direct say in how next-generation AI agents get built and improved How the selection process works Apply Complete the screening questions Interview : 15-30 minutes max Profile review: if everything looks good, we present you to the client Onboarding: our Talent Ops team will contact you to get you started

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: AI Agent Tester — Real-World Tasks Role Type: Contractor Location: U.S based Opportunity Snapshot Pay: $25-45/hour Time per task: ~1.5 hours per run (evidence and scoring included) Project kickoff: Already active. Onboarding: Within 24–48 hours of being selected, you’ll receive the offer and complete onboarding. You’ll begin tasking as soon as tasks are assigned. You’ll need: An active personal AI assistant account ( Plus tier ), active Muse and Dots access, a smartphone that can screen record, and a payment card you can use for test purchases that are reimbursed afterward Your tasks: Run everyday errands with two AI agents, approve key steps, screen record, and score the results About the role AI agents are starting to handle real-life errands: paying bills, booking trips, doing the groceries. We want to know how well they actually do it, from the point of view of a real user. That’s you. You’ll test two AI agents side by side, using your own accounts on your phone, and tell us what worked, what didn’t, and how it felt. What you’ll do Run real-life scenarios: bills, returns, email follow-ups, bookings, shopping, groceries, travel, family logistics, outings, and forms Approve or stop the agent at key steps Screen record every attempt Score each run on completion, quality, control issues, satisfaction, and time Share clear written feedback on the agent experience Who we’re looking for US-based , with a Bachelor’s degree Someone who already uses AI in daily life 2-3 years of experience, preferably in engineering, business management, or office/operations Detail-oriented, great at following instructions and documenting each step Clear written communication Generalists welcome, domain experts preferred No coding or AI background needed Why you’ll like it Get paid to use the AI tools you already use Work entirely from your phone, on your schedule Have a direct say in how next-generation AI agents get built and improved How the selection process works Apply Complete the screening questions Interview : 15-30 minutes max Profile review: if everything looks good, we present you to the client Onboarding: our Talent Ops team will contact you to get you started

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 25–45; currency not specified; hour.

Source restriction statements: Role Title: Revenue Operations Specialist (SaaS) Role Type: Contractor Location: Remote - U.S. · or Canada only Opportunity Snapshot Pay: $50–100/hour Project kickoff: Already active — we’re onboarding candidates now Location: Remote — U.S. · Preferred Qualifications 4+ years hands-on in SaaS revenue, sales, CS, or implementation operations — not adjacent or management-only exposure.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Revenue Operations Specialist (SaaS) Role Type: Contractor Location: Remote - U.S. or Canada only Opportunity Snapshot Pay: $50–100/hour Project kickoff: Already active — we’re onboarding candidates now Location: Remote — U.S. or Canada only You’ll need: Hands-on configuration experience in a CRM (Salesforce, HubSpot, or similar) plus at least two connected tools — billing, CPQ, ticketing, or project tracking Your tasks: Work through realistic SaaS revenue operations scenarios and explain the reasoning behind your decisions micro1 is engaging Revenue Operations Specialists to contribute to a customer’s AI training initiative. Your domain knowledge is what matters here — no prior AI experience required. We’re looking for people who have personally owned the systems behind revenue and customer motions, whether under revenue ops, sales ops, CS ops, or implementation. The work rewards operational judgment: knowing which rule wins when two policies conflict, and what to leave alone. Scope of Work Work through realistic revenue operations scenarios — CRM data models, process design, configuration tradeoffs — and explain the reasoning behind each choice. Resolve conflicts between operational policies: which rule takes precedence, why, and what you would deliberately leave unchanged. Design workflows that hold up under compliance constraints like approvals, access controls, and audit requirements. Diagnose revenue data problems — duplicates, broken lifecycle states, inconsistent metric definitions — and explain how you’d find the root cause and prevent recurrence. Flag ambiguous or underspecified scenarios instead of resolving them silently. Preferred Qualifications 4+ years hands-on in SaaS revenue, sales, CS, or implementation operations — not adjacent or management-only exposure. Direct CRM ownership (Salesforce, HubSpot, or similar) with configuration experience, plus two or more connected tools: billing, CPQ, ticketing, or project tracking. Track record of resolving policy conflicts and explaining tradeoffs, ideally in fintech, healthtech, insurtech, or complex multi-product environments. Able to explain your reasoning clearly to technical and non-technical audiences. How the selection process works Apply and complete the screening questions Complete the AI interview (30 minutes at most) — this is how we showcase your expertise to the client Profile review Onboarding — our Talent Ops team will get you set up

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 50–100; currency not specified; hour.

Source restriction statements: Role Title: Sales / Revenue / CS Operations Expert Role Type: Contractor Location: Remote — U.S. · or Canada only Opportunity Snapshot Pay: $40–85/hour Project kickoff: Already active — we’re onboarding candidates now Location: Remote — U.S. · Preferred Qualifications 4+ years hands-on in sales, revenue, or customer success operations in SaaS.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Sales / Revenue / CS Operations Expert Role Type: Contractor Location: Remote — U.S. or Canada only Opportunity Snapshot Pay: $40–85/hour Project kickoff: Already active — we’re onboarding candidates now Location: Remote — U.S. or Canada only You’ll need: Hands-on configuration experience in a CRM (Salesforce, HubSpot, or similar) plus at least two connected tools — quoting, billing, ticketing, or project tracking Your tasks: Work through realistic SaaS revenue and CS operations scenarios and explain the reasoning behind your decisions micro1 is selecting Sales / Revenue / CS Operations Experts to contribute to a customer’s AI training initiative. Your domain knowledge is what matters here — no prior AI experience required. We’re looking for people who have personally configured and maintained CRM platforms and the revenue tools around them. The work rewards practical judgment: resolving policy conflicts without overcomplicating the process, and knowing what actually makes teams adopt a workflow. Scope of Work Work through realistic operations scenarios — CRM configuration decisions, workflow design, integration tradeoffs — and explain the reasoning behind each choice. Resolve conflicts between operational policies: which rule takes precedence, why, and what you would deliberately leave unchanged. Diagnose data accuracy problems across connected systems — duplicates, mismatched numbers, inconsistent definitions — and explain how you’d find the root cause. Explain what makes a workflow get adopted or worked around by sales and CS teams. Flag ambiguous or underspecified scenarios instead of resolving them silently. Preferred Qualifications 4+ years hands-on in sales, revenue, or customer success operations in SaaS. Personal responsibility for configuring and maintaining a CRM — direct platform experience required, not requesting changes from another team. Hands-on experience with at least two connected tools outside the CRM: quoting, billing, ticketing, or project tracking. Strong operational judgment, particularly in resolving policy conflicts without overcomplicating the process. Able to explain your reasoning clearly to technical and non-technical audiences.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 40–85; currency not specified; hour.

Source restriction statements: Rust Architect / Backend Developer Pay: $50–$70/hour Location: Global, fully remote Job Type: Contractor (~15 hours per week) Schedule: Flexible—you can choose the hours and days you work, including weekends if desired (As long as you're active) We are looking for a highly skilled Rust Architect / Backend Developer to contribute to an AI-training project involving production Rust, backend architecture, asynchronous and concurrent systems, service design, infrastructure, and technical debugging. · Preferred Qualifications Strong knowledge of Rust, backend service design, APIs, data systems, concurrency, and production software architecture.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Rust Architect / Backend Developer Pay: $50–$70/hour Location: Global, fully remote Job Type: Contractor (~15 hours per week) Schedule: Flexible—you can choose the hours and days you work, including weekends if desired (As long as you're active) We are looking for a highly skilled Rust Architect / Backend Developer to contribute to an AI-training project involving production Rust, backend architecture, asynchronous and concurrent systems, service design, infrastructure, and technical debugging. The role requires strong programming ability and the judgment to evaluate whether backend systems are correct, reliable, maintainable, and suitable for production use. Scope of Work Solve and validate Rust backend problems involving service behavior, APIs, persistence, concurrency, performance, and reliability. Translate functional requirements, performance targets, and failure-handling expectations into reproducible implementation and testing workflows. Prepare Rust crate workspaces, configuration files, test fixtures, dependency services, databases, and containerized environments. Preferred Qualifications Strong knowledge of Rust, backend service design, APIs, data systems, concurrency, and production software architecture. Experience formulating and completing technical analyses involving backend correctness, performance, scalability, or reliability. Practical proficiency with Rust in substantial professional, research, or open-source software Clear Rust Architecture ownership Process: Apply to the role, filling out the screening questions Complete AI interview (aprox. 30 minutes), reviewed by recruiters) Hiring Manager review Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week. Start Timeline & Availability We typically fill roles within 48 hours and are looking for experts ready to jump in right away. If selected, we expect you to start your first tasks within 24–48 hours of completing onboarding.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source restriction statements: Role Title: Fighter Pilot Role Type: Contractor Location: Remote (Worldwide) About the Role micro1 is seeking current or former military Fighter Pilots and Weapons Systems Officers (WSOs) to contribute to an AI development project focused on military operations and decision-making.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Fighter Pilot Role Type: Contractor Location: Remote (Worldwide) About the Role micro1 is seeking current or former military Fighter Pilots and Weapons Systems Officers (WSOs) to contribute to an AI development project focused on military operations and decision-making. You'll use your operational experience to evaluate AI-generated military scenarios, assess tactical accuracy, and provide expert feedback to improve AI reasoning and reliability. Scope of Work Evaluate AI-generated scenarios involving fighter aviation, combat operations, and tactical decision-making. Assess the accuracy and realism of mission planning, air-to-air and air-to-ground operations, and weapons employment. Review AI responses for operational accuracy, sound reasoning, and alignment with military procedures and Rules of Engagement. Provide clear written feedback based on real-world operational experience. Qualifications Current or former military Fighter Pilot or Weapons Systems Officer, ideally with experience on F-16, F/A-18, F-15, F-35, A-10, or comparable aircraft. Strong knowledge of military aviation tactics, mission planning, and weapons systems. Experience in operational missions, tactical training, or combat deployments. Ability to communicate complex military concepts clearly in writing. Experience as a Weapons School graduate, instructor pilot, or combat mission leader is a plus. Learn More About Our Government & Defense Work At micro1, we work with government and defense experts to evaluate how advanced AI models perform on real-world tasks. Our MissionReport benchmark assesses AI-generated military and government reports, highlighting the importance of expert judgment, accuracy, and operational understanding. Learn more: https://www.micro1.ai/benchmark/mission-report

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 40–80; currency not specified; hour.

Source restriction statements: Role Title: Transportation and Warehousing Expert Role Type: Contractor Location: Remote micro1 is engaging Transportation and Warehousing Experts to contribute to a dynamic project for a valued customer. · Preferred Qualifications Minimum of 5 years' experience as a Logistician, Supply Chain Manager, Transportation/Distribution Manager, Cargo and Freight Agent, or Dispatcher. · Strong collaborative skills for remote project participation and feedback exchange.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Transportation and Warehousing Expert Role Type: Contractor Location: Remote micro1 is engaging Transportation and Warehousing Experts to contribute to a dynamic project for a valued customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Analyze and provide detailed feedback on logistics, transportation, and warehousing scenarios to inform AI model development. Curate, review, and validate real-world data and documents relevant to supply chain, cargo management, dispatch operations, and freight movement. Develop clear written explanations of complex processes such as inventory management, distribution planning, and cargo routing. Evaluate system-generated outputs for accuracy and relevance to logistics and warehousing best practices. Create domain-specific queries, case studies, or hypothetical scenarios that test AI reasoning in transportation and storage contexts. Collaborate with project managers and technical teams via precise written and verbal communication to ensure deliverable quality. Identify gaps in AI system knowledge and propose enhancements based on current industry standards and regulations. Preferred Qualifications Minimum of 5 years' experience as a Logistician, Supply Chain Manager, Transportation/Distribution Manager, Cargo and Freight Agent, or Dispatcher. Comprehensive knowledge of warehousing, transportation, and logistics operations and regulations. Demonstrated ability to articulate complex supply chain concepts both verbally and in writing. Detail-oriented approach to reviewing operational data, workflows, and process documentation. Proficiency with industry-standard logistics software, management systems, and tracking tools. Experience handling diverse cargo, distribution models, or multimodal transport networks. Strong collaborative skills for remote project participation and feedback exchange.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 30–70; currency not specified; hour.

Source restriction statements: Role Title: Special Forces Operator Role Type: Contractor Location: Remote (Worldwide) About the Role micro1 is seeking current or former Special Operations Forces (SOF) personnel to contribute to an AI development project focused on military operations, tactical decision-making, and operational realism.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Special Forces Operator Role Type: Contractor Location: Remote (Worldwide) About the Role micro1 is seeking current or former Special Operations Forces (SOF) personnel to contribute to an AI development project focused on military operations, tactical decision-making, and operational realism. You'll use your firsthand military experience to evaluate AI-generated scenarios, identify inaccuracies, and provide expert feedback to improve AI reasoning and reliability. Scope of Work Evaluate AI-generated scenarios involving special operations, tactical planning, and combat decision-making. Assess operational realism, mission execution, and the application of military tactics and procedures. Review scenarios for accuracy, sound reasoning, and alignment with Rules of Engagement (ROE) and the Law of Armed Conflict (LOAC). Identify unrealistic assumptions or operational errors and provide clear, structured written feedback. Qualifications Current or former Special Operations Forces operator, such as a Green Beret, Army Ranger, Navy SEAL, Marine Raider, Air Force Special Tactics operator, or equivalent allied SOF personnel. Hands-on experience in tactical operations, mission planning, and weapons employment. Strong understanding of military operational procedures and tactical decision-making. Ability to explain complex military concepts clearly in writing. Combat deployments, Special Forces weapons specialization, or experience as a tactical instructor are highly desirable. Learn More About Our Government & Defense Work At micro1, we work with government and defense experts to evaluate how advanced AI models perform on real-world tasks. Our MissionReport benchmark assesses AI-generated military and government reports, highlighting the importance of expert judgment, accuracy, and operational understanding. Learn more: https://www.micro1.ai/benchmark/mission-report

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 40–80; currency not specified; hour.

Source restriction statements: Role Title: Weapons Systems Operator Role Type: Contractor Location: Remote micro1 is seeking current or former military Weapons Systems Operators to contribute to an AI development project focused on military operations, weapons employment, and tactical decision-making.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Weapons Systems Operator Role Type: Contractor Location: Remote micro1 is seeking current or former military Weapons Systems Operators to contribute to an AI development project focused on military operations, weapons employment, and tactical decision-making. You'll use your firsthand operational experience to evaluate AI-generated military scenarios, identify inaccuracies, and provide expert feedback to improve AI reasoning and reliability. Scope of Work Evaluate AI-generated scenarios involving air defense, missile systems, naval weapons, or tactical aviation. Assess operational realism, weapons employment decisions, and mission procedures. Review scenarios for accuracy, sound reasoning, and alignment with Rules of Engagement (ROE) and the Law of Armed Conflict (LOAC). Identify unrealistic assumptions, technical inaccuracies, or operational errors and provide clear written feedback. Qualifications Current or former military weapons systems operator with hands-on experience in air defense, missile operations, naval combat systems, or tactical aviation. Experience with systems such as Patriot, THAAD, Aegis, NASAMS, or comparable military weapons platforms is highly desirable. Strong understanding of weapons employment, tactical decision-making, and military operational procedures. Ability to explain complex technical and military concepts clearly in writing. Operational deployments, live-fire experience, or experience as a weapons instructor are a plus. Learn More About Our Government & Defense Work At micro1, we work with government and defense experts to evaluate how advanced AI models perform on real-world tasks. Our MissionReport benchmark assesses AI-generated military and government reports, highlighting the importance of expert judgment, accuracy, and operational understanding. Learn more: https://www.micro1.ai/benchmark/mission-report

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 40–80; currency not specified; hour.

Source restriction statements: Role Title: Military Operations Expert Role Type: Contractor Location: Remote About the Role micro1 is seeking current or former military professionals with firsthand operational experience to contribute to an AI development project focused on military operations, tactical decision-making, and international humanitarian law. · Familiarity with ROE, LOAC, or international humanitarian law is a plus.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Military Operations Expert Role Type: Contractor Location: Remote About the Role micro1 is seeking current or former military professionals with firsthand operational experience to contribute to an AI development project focused on military operations, tactical decision-making, and international humanitarian law. You'll evaluate AI-generated military scenarios, identify inaccuracies, and provide expert feedback to improve AI reasoning and reliability. Scope of Work Evaluate AI-generated military scenarios for operational realism, tactical accuracy, and sound decision-making. Review military planning, combat operations, targeting, and weapons employment scenarios. Assess the application of Rules of Engagement (ROE), Law of Armed Conflict (LOAC), and operational constraints. Identify inaccuracies and provide clear, structured written feedback. Qualifications Military operational experience in areas such as infantry, Special Operations Forces, combat aviation, artillery, targeting, air defense, naval operations, or military intelligence. Strong understanding of military operations, tactical planning, and operational decision-making. Ability to assess complex scenarios and communicate findings clearly in writing. Combat deployments, operational command, weapons specialization, or military instructional experience are highly desirable. Familiarity with ROE, LOAC, or international humanitarian law is a plus. Learn More About Our Government & Defense Work At micro1, we work with government and defense experts to evaluate how advanced AI models perform on real-world tasks. Our MissionReport benchmark assesses AI-generated military and government reports, highlighting the importance of expert judgment, accuracy, and operational understanding. Learn more: https://www.micro1.ai/benchmark/mission-report

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 40–80; currency not specified; hour.

Source restriction statements: Role Title: Army Combat Operations Expert Role Type: Contractor Location: Remote About the Role micro1 is seeking current or former Army professionals with firsthand combat operations experience to contribute to an AI development project focused on military tactics, operational decision-making, and battlefield scenarios.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Army Combat Operations Expert Role Type: Contractor Location: Remote About the Role micro1 is seeking current or former Army professionals with firsthand combat operations experience to contribute to an AI development project focused on military tactics, operational decision-making, and battlefield scenarios. You'll evaluate AI-generated military content, identify operational inaccuracies, and provide expert feedback to improve AI reasoning and reliability. Scope of Work Evaluate AI-generated scenarios involving ground combat, tactical planning, and military operations. Assess operational realism, weapons employment, targeting, and battlefield decision-making. Review scenarios for accuracy, sound reasoning, and alignment with Rules of Engagement (ROE) and the Law of Armed Conflict (LOAC). Identify operational errors and provide clear, structured written feedback. Qualifications Current or former Army professional with experience in infantry, artillery, armor, combat engineering, Army aviation, or other combat-arms specialties. Hands-on experience in tactical operations, mission planning, or weapons employment. Strong understanding of Army tactics, operational procedures, and combat decision-making. Ability to communicate complex military concepts clearly in writing. Combat deployments, Ranger qualifications, weapons specialization, or tactical instructor experience are highly desirable. Learn More About Our Government & Defense Work At micro1, we work with government and defense experts to evaluate how advanced AI models perform on real-world tasks. Our MissionReport benchmark assesses AI-generated military and government reports, highlighting the importance of expert judgment, accuracy, and operational understanding. Learn more: https://www.micro1.ai/benchmark/mission-report

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 40–80; currency not specified; hour.

Source restriction statements: Role Title: Defense Analyst Role Type: Contractor Location: Remote About the Role micro1 is seeking experienced civilian defense analysts to contribute to an AI development project focused on military operations, armed conflict, and defense-related decision-making.You'll evaluate AI-generated military scenarios, identify factual or analytical inaccuracies, and provide expert feedback to improve AI reasoning and reliability. · Review scenarios involving civilian protection, operational constraints, and the application of international humanitarian law (IHL). · Qualifications Professional experience as a defense analyst, military operations analyst, conflict analyst, or national security researcher. · Experience with defense organizations, government agencies, research institutes, think tanks, or international organizations is highly desirable. · Familiarity with international humanitarian law (IHL), Rules of Engagement (ROE), or civilian protection is a plus.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Defense Analyst Role Type: Contractor Location: Remote About the Role micro1 is seeking experienced civilian defense analysts to contribute to an AI development project focused on military operations, armed conflict, and defense-related decision-making.You'll evaluate AI-generated military scenarios, identify factual or analytical inaccuracies, and provide expert feedback to improve AI reasoning and reliability. Scope of Work Evaluate AI-generated scenarios involving military operations, armed conflict, and defense planning. Assess the accuracy and realism of military capabilities, operational assumptions, and conflict-related analysis. Review scenarios involving civilian protection, operational constraints, and the application of international humanitarian law (IHL). Identify factual errors, flawed reasoning, and unrealistic assumptions. Provide clear, structured written feedback to improve AI-generated content. Qualifications Professional experience as a defense analyst, military operations analyst, conflict analyst, or national security researcher. Background in defense research, military capabilities assessment, conflict analysis, or operational planning. Strong understanding of military operations, armed conflict, and defense-related decision-making. Ability to evaluate complex scenarios and communicate findings clearly in writing. Experience with defense organizations, government agencies, research institutes, think tanks, or international organizations is highly desirable. Familiarity with international humanitarian law (IHL), Rules of Engagement (ROE), or civilian protection is a plus.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 40–80; currency not specified; hour.

Source restriction statements: Job Title: Member of Technical Staff, Infrastructure Job Type: Full-time Location : Remote The Role This is a highly technical, hands-on role for someone who thinks beyond traditional DevOps. · Compensation & Benefits Notice The national pay range for this full-time position is base salary of $220,000 –$300,000. · All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. · micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. · All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Job Title: Member of Technical Staff, Infrastructure Job Type: Full-time Location : Remote The Role This is a highly technical, hands-on role for someone who thinks beyond traditional DevOps. You'll own infrastructure reliability, scalability, and observability while pushing toward a future where infrastructure increasingly manages itself through AI agents and intelligent automation. You'll work across cloud infrastructure, deployment systems, monitoring, security, and incident response, building the tools and workflows that allow a small engineering team to move exceptionally fast without compromising reliability. We're looking for someone who has operated complex production systems, understands infrastructure at a deep level, and is already using AI coding agents to fundamentally change how engineering work gets done. What You'll Do Build agentic infrastructure: Design and implement AI-powered workflows for infrastructure provisioning, deployments, monitoring, incident detection, and automated remediation. Own reliability at scale: Architect resilient, secure, and scalable cloud infrastructure that supports rapidly evolving AI products and workloads. Make systems observable: Build comprehensive logging, metrics, distributed tracing, and alerting systems that provide actionable visibility into production health. Automate operational complexity: Eliminate repetitive infrastructure work through intelligent automation, self-service tooling, and agent-driven operations. Own infrastructure lifecycle management: Drive cloud security hygiene, dependency upgrades, runtime migrations, and infrastructure modernization from design through production. Improve developer velocity: Build infrastructure platforms and workflows that make deploying, debugging, and operating services effortless for engineers. Raise the engineering bar: Mentor engineers, establish technical standards, and influence architectural decisions through hands-on technical leadership. What We're Looking For Staff-level engineering expertise with deep experience in Infrastructure, DevOps, Site Reliability Engineering, or Platform Engineering. Strong hands-on experience operating production systems on major cloud platforms such as AWS, GCP, or Azure. Expertise in infrastructure as code, container orchestration, CI/CD, networking, cloud security, and distributed systems. Demonstrated experience designing observability and incident response systems for complex production environments. Proven ownership of infrastructure migrations, security improvements, and reliability initiatives. AI-native engineering habits: You already use AI coding agents extensively in your daily development workflow and have built automation that meaningfully reduces engineering toil. Strong software engineering fundamentals and the ability to build internal tools, automation frameworks, and production-grade infrastructure services. A track record of independently identifying systemic problems, designing solutions, and shipping them end to end. Experience mentoring engineers and improving technical practices while remaining deeply involved in implementation. Nice to have You've built infrastructure automation that eliminates entire categories of manual operational work. You've experimented with or deployed AI agents for infrastructure operations, incident triage, or automated remediation. You think about infrastructure as a programmable, increasingly autonomous system rather than a collection of manually managed services. You've helped small engineering teams operate highly reliable systems at significant scale. You're equally comfortable debugging a production incident, designing infrastructure architecture, and writing the code to improve both. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $220,000 –$300,000. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 7–8; currency not specified; hour. · Source ideal yearly compensation: 320000–500000; currency not specified; year.

Source restriction statements: Job Title: Member of Technical Staff, Quality Engineering Job Type: Full-time Location : Remote The Role You'll design and build an intelligent, highly automated quality engineering system where AI agents help generate tests, execute regression suites, investigate failures, and continuously improve test coverage. · Compensation & Benefits Notice The national pay range for this full-time position is base salary of $180,000 –$250,000. · All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. · micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. · All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Job Title: Member of Technical Staff, Quality Engineering Job Type: Full-time Location : Remote The Role You'll design and build an intelligent, highly automated quality engineering system where AI agents help generate tests, execute regression suites, investigate failures, and continuously improve test coverage. You'll own the technical foundations that allow our engineering team to ship quickly and confidently without scaling QA headcount alongside product complexity. We're looking for a Staff-level engineer with deep test automation expertise, strong software engineering fundamentals, and a track record of building systems that make quality an integrated, automated part of software development. What You'll Do Build agentic QA systems: Design and implement AI-powered workflows for test generation, automated regression testing, failure analysis, and intelligent bug triage. Own test automation architecture: Build scalable, maintainable automation frameworks covering web applications, APIs, integrations, and critical end-to-end workflows. Make quality continuous: Integrate automated quality checks deeply into development workflows, CI/CD pipelines, and release processes. Automate regression and triage: Develop systems that detect regressions, identify likely root causes, classify failures, and reduce the manual effort required to investigate issues. Improve testing intelligence: Leverage AI agents to identify coverage gaps, generate meaningful test scenarios, and prioritize testing based on product changes and risk. Design QA for scale: Build workflows that support growing product complexity and engineering velocity without requiring proportional increases in QA staffing. Establish quality observability: Create clear visibility into test reliability, regression trends, release readiness, and overall product quality. Raise the engineering bar: Mentor engineers, establish testing standards, and drive a culture where quality is owned across the engineering organization. What We're Looking For Staff-level engineering expertise with deep experience in Quality Engineering, Software Development in Test (SDET), or Test Automation Architecture. Strong hands-on programming skills and experience building production-grade test automation frameworks. Extensive experience automating web applications, APIs, and complex end-to-end workflows. Expertise with modern testing frameworks such as Playwright, Cypress, Selenium, pytest, or equivalent technologies. Strong understanding of CI/CD, integration testing, contract testing, regression strategies, and test infrastructure. Proven experience designing scalable testing systems rather than exclusively writing or maintaining individual test cases. AI-native engineering habits: You already use AI coding agents extensively and have practical experience applying AI to test generation, automation, debugging, or quality workflows. Strong systems thinking, including the ability to identify bottlenecks and design automation that removes repetitive QA work. Experience establishing engineering quality standards and mentoring developers or QA engineers. Ability to independently own quality engineering architecture while remaining deeply hands-on. Nice to have You've built AI-powered testing systems or agentic QA workflows used in real development environments. You've significantly reduced manual regression testing through intelligent automation. You've designed testing infrastructure that supports rapid product iteration with a small engineering team. You've worked on testing AI-powered products, including nondeterministic behaviors, model evaluations, or agentic workflows. You think about quality as an engineering platform rather than a separate phase of software delivery. You can move comfortably between writing automation code, investigating complex failures, and designing company-wide quality systems. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $180,000 –$250,000. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 7–8; currency not specified; hour. · Source ideal yearly compensation: 260000–400000; currency not specified; year.

Source restriction statements: Job Title: Member of Technical Staff, Data Engineering Job Type: Full-time Location : Remote The Role This is a Staff-level, hands-on engineering role for someone who has built data infrastructure from zero to production and knows how to turn fragmented operational data into reliable, accessible, and actionable systems. · Compensation & Benefits Notice The national pay range for this full-time position is base salary of $200,000 –$260,000. · All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. · micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. · All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Job Title: Member of Technical Staff, Data Engineering Job Type: Full-time Location : Remote The Role This is a Staff-level, hands-on engineering role for someone who has built data infrastructure from zero to production and knows how to turn fragmented operational data into reliable, accessible, and actionable systems. You'll own the architecture and implementation of our data warehouse, ingestion pipelines, transformations, and product analytics foundations. We're building an AI-native organization where both humans and autonomous agents need access to trustworthy, well-structured data. You'll design the systems that make this possible, enabling self-service analytics, automated decision-making, and increasingly intelligent workflows across the company. What You'll Do Build our data platform from zero: Architect and implement our internal data warehouse, ingestion infrastructure, ETL/ELT pipelines, and core data models. Create agent-ready data foundations: Design reliable, well-documented datasets and interfaces that AI agents can safely discover, query, and use. Turn messy data into trusted systems: Transform fragmented operational and product data into consistent, high-quality sources of truth. Enable self-service analytics: Build the infrastructure that allows engineering, product, and business teams to answer questions independently without relying on manual data requests. Own product analytics infrastructure: Establish the event tracking, instrumentation, data models, and reporting foundations needed to understand product usage and performance. Automate data operations: Leverage AI coding agents and intelligent automation to accelerate pipeline development, data validation, documentation, monitoring, and troubleshooting. Build for reliability and scale: Establish data quality standards, observability, governance, and scalable architectural patterns from the beginning. Raise the engineering bar: Mentor engineers, establish strong data engineering practices, and lead architectural decisions through hands-on execution. What We're Looking For Staff-level engineering expertise with extensive hands-on experience building and operating production data platforms. Proven greenfield experience: You've personally led the design and implementation of a data platform from scratch, rather than exclusively maintaining or extending existing infrastructure. Deep understanding of data warehouses, ETL/ELT architectures, data modeling, orchestration, and distributed data processing. Strong proficiency in SQL and Python, with the software engineering fundamentals needed to build reliable data infrastructure. Experience with modern data technologies such as Snowflake, BigQuery, Redshift, Databricks, dbt, Airflow, Dagster, or equivalent tools. Strong understanding of data quality, lineage, observability, access controls, and production data reliability. Experience designing analytics infrastructure that supports product insights and operational decision-making. AI-native engineering habits: You already use AI coding agents as part of your daily workflow and actively automate repetitive development and data engineering tasks. Ability to make pragmatic architectural decisions, balancing scalability, simplicity, performance, and engineering velocity. Demonstrated technical leadership, including mentoring engineers and establishing engineering standards. Nice to have You've been the founding or early Data Engineer responsible for building a company's first real data platform. You've designed data systems that support both traditional analytics and AI-powered applications or autonomous agents. You have experience building semantic layers, data discovery systems, or structured interfaces that make enterprise data accessible to AI. You've automated substantial portions of data pipeline development, validation, or maintenance using AI agents. You know how to avoid overengineering while building foundations that won't need to be replaced six months later. You're comfortable moving between data architecture, production pipelines, analytical modeling, and hands-on debugging. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $200,000 –$260,000. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 7–8; currency not specified; hour. · Source ideal yearly compensation: 280000–450000; currency not specified; year.

Source restriction statements: Role Title: Finance & Accounting Expert Role Type: Contractor Location: Remote, global Opportunity Snapshot Pay: Up to $90/hour equivalent. · Time per task: ~10 hours per task Engagement: Project-based — paid per approved task Location: Fully remote — no geographic restrictions. · Preferred Qualifications 5+ years of hands-on responsibility in FP&A, financial reporting, audit, reconciliations, or accounting — direct ownership of the work, not supervisory-only or adjacent exposure.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Finance & Accounting Expert Role Type: Contractor Location: Remote, global Opportunity Snapshot Pay: Up to $90/hour equivalent. Time per task: ~10 hours per task Engagement: Project-based — paid per approved task Location: Fully remote — no geographic restrictions. Strong English required (B2 advanced or C1 minimum) Next step: Complete the role-specific AI interview — it’s how your expertise gets in front of the client Your tasks: Design realistic, multi-step finance and accounting tasks with objective criteria for grading the output micro1 is engaging experienced finance and accounting practitioners to design the tasks that measure what AI systems can actually do. Your domain knowledge is what matters here — no prior AI experience required. The work is to turn real finance workflows into benchmark tasks: realistic, difficult, and gradable against objective criteria. If you’ve built a review checklist, trained a junior analyst against a standard, or signed off on someone else’s workpapers, that’s the instinct this needs. Scope of Work Design multi-step tasks drawn from real finance and accounting work — FP&A analysis, financial reporting, audit procedures, reconciliations — with realistic reference files and clear instructions. Define objective grading criteria so two qualified reviewers would reach the same verdict on the same output. Build tasks that require judgment rather than lookup: ones where the right answer depends on reading the materials correctly. Create or source the supporting materials each task needs: spreadsheets, GL extracts, financial statements, policy documents. Flag tasks that turn out to be ambiguous or ungradable instead of submitting them anyway. Deliver approved tasks on schedule and at the required quality level. Preferred Qualifications 5+ years of hands-on responsibility in FP&A, financial reporting, audit, reconciliations, or accounting — direct ownership of the work, not supervisory-only or adjacent exposure. Experience creating or applying structured review standards: audit programs, review checklists, close checklists, grading rubrics, or training assessments. Strong Excel capability and comfort reasoning across multiple documents at once. CPA, CA, ACCA, CMA or equivalent is a plus, but not required. Strong written English. AI or LLM evaluation experience is a plus, but not required. How the selection process works Apply and complete the screening questions Complete the AI interview — this is how we showcase your expertise to the client Profile review Onboarding — our Talent Ops team will get you set up

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 40–90; currency not specified; hour.

Source restriction statements: Role Title: Legal & Compliance Expert Role Type: Contractor Location: Remote, global Opportunity Snapshot Pay: Up to $90/hour equivalent. · Time per task: ~10 hours per task Engagement: Project-based — paid per approved task Location: Fully remote — no geographic restrictions. · Strong English required (B2 minimum, C1 preferred) Next step: Complete the role-specific AI interview — it’s how your expertise gets in front of the client Your tasks: Design realistic, multi-step legal and compliance tasks with objective criteria for grading the output micro1 is engaging experienced legal and compliance practitioners to design the tasks that measure what AI systems can actually do. · Preferred Qualifications 5+ years of hands-on responsibility in contract review, due diligence, regulatory compliance, or risk — direct ownership of the work, not supervisory-only or adjacent exposure. · Strong English, written and spoken — B2 minimum, C1 preferred.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Legal & Compliance Expert Role Type: Contractor Location: Remote, global Opportunity Snapshot Pay: Up to $90/hour equivalent. Time per task: ~10 hours per task Engagement: Project-based — paid per approved task Location: Fully remote — no geographic restrictions. Strong English required (B2 minimum, C1 preferred) Next step: Complete the role-specific AI interview — it’s how your expertise gets in front of the client Your tasks: Design realistic, multi-step legal and compliance tasks with objective criteria for grading the output micro1 is engaging experienced legal and compliance practitioners to design the tasks that measure what AI systems can actually do. Your domain knowledge is what matters here — no prior AI experience required. The work is to turn real legal workflows into benchmark tasks: realistic, difficult, and gradable against objective criteria. If you’ve built a review checklist, marked up a junior associate’s draft, or trained a team against a compliance standard, that’s the instinct this needs. Scope of Work Design multi-step tasks drawn from real legal and compliance work — contract review, due diligence, regulatory assessment, risk analysis — with realistic reference files and clear instructions. Define objective grading criteria so two qualified reviewers would reach the same verdict on the same output. Build tasks that require judgment rather than lookup: ones where the right answer depends on reading the materials correctly. Create or source the supporting materials each task needs: agreements, policy documents, regulatory texts, diligence files. Flag tasks that turn out to be ambiguous or ungradable instead of submitting them anyway. Deliver approved tasks on schedule and at the required quality level. Preferred Qualifications 5+ years of hands-on responsibility in contract review, due diligence, regulatory compliance, or risk — direct ownership of the work, not supervisory-only or adjacent exposure. Experience creating or applying structured review standards: review checklists, diligence protocols, compliance frameworks, playbooks, or training assessments. Comfortable reasoning across multiple documents at once and spotting inconsistencies between them. Law degree and bar admission, or equivalent compliance qualification, is a plus but not required — practitioner experience is what matters. Strong English, written and spoken — B2 minimum, C1 preferred. AI or LLM evaluation experience is a plus, but not required. How the selection process works Apply and complete the screening questions Complete the AI interview — this is how we showcase your expertise to the client Profile review Onboarding — our Talent Ops team will get you set up

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 45–90; currency not specified; hour.

Source restriction statements: Role Title: Business Operations Expert Role Type: Contractor Location: Remote, global Opportunity Snapshot Pay: Up to $90/hour equivalent Time per task: ~10 hours per task Location: Fully remote — no geographic restrictions. · Strong English required (B2 minimum, C1 preferred) Next step: Complete the role-specific AI interview — it’s how your expertise gets in front of the client Your tasks: Design realistic, multi-step business operations tasks with objective criteria for grading the output micro1 is engaging experienced operations practitioners to design the tasks that measure what AI systems can actually do. · Preferred Qualifications 5+ years of hands-on responsibility in business operations, operations reporting, process design, or workflow management — direct ownership of the work, not supervisory-only or adjacent exposure. · Strong English, written and spoken — B2 minimum, C1 preferred.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Business Operations Expert Role Type: Contractor Location: Remote, global Opportunity Snapshot Pay: Up to $90/hour equivalent Time per task: ~10 hours per task Location: Fully remote — no geographic restrictions. Strong English required (B2 minimum, C1 preferred) Next step: Complete the role-specific AI interview — it’s how your expertise gets in front of the client Your tasks: Design realistic, multi-step business operations tasks with objective criteria for grading the output micro1 is engaging experienced operations practitioners to design the tasks that measure what AI systems can actually do. Your domain knowledge is what matters here — no prior AI experience required. The work is to turn real operational workflows into benchmark tasks: realistic, difficult, and gradable against objective criteria. If you’ve written an SOP, built a QA checklist, or trained a team against a standard, that’s the instinct this needs. Scope of Work Design multi-step tasks drawn from real operations work — reporting, process design, workflow management — with realistic reference files and clear instructions. Define objective grading criteria so two qualified reviewers would reach the same verdict on the same output. Build tasks that require judgment rather than lookup: ones where the right answer depends on reading the materials correctly. Create or source the supporting materials each task needs: spreadsheets, system exports, process documentation, operational reports. Flag tasks that turn out to be ambiguous or ungradable instead of submitting them anyway. Deliver approved tasks on schedule and at the required quality level. Preferred Qualifications 5+ years of hands-on responsibility in business operations, operations reporting, process design, or workflow management — direct ownership of the work, not supervisory-only or adjacent exposure. Experience creating or applying structured standards: SOPs, QA checklists, process documentation, service level definitions, or training assessments. Strong Excel capability and comfort reasoning across multiple documents at once. Strong English, written and spoken — B2 minimum, C1 preferred. AI or LLM evaluation experience is a plus, but not required. How the selection process works Apply and complete the screening questions Complete the AI interview for this role. Onboarding — our Talent Ops team will get you set up

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 45–90; currency not specified; hour.

Source restriction statements: Role Title: HR & People Operations Expert Role Type: Contractor Location: Remote, global Opportunity Snapshot Pay: Up to $90/hour equivalent Time per task: ~10 hours per task Location: Fully remote — no geographic restrictions. · Strong English required (B2 minimum, C1 preferred) Next step: Complete the role-specific AI interview — it’s how your expertise gets in front of the client Your tasks: Design realistic, multi-step HR and people operations tasks with objective criteria for grading the output micro1 is engaging experienced HR and people operations practitioners to design the tasks that measure what AI systems can actually do. · Preferred Qualifications 5+ years of hands-on responsibility in payroll, workforce planning, HR policy, or employee lifecycle operations — direct ownership of the work, not supervisory-only or adjacent exposure. · Strong English, written and spoken — B2 minimum, C1 preferred.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: HR & People Operations Expert Role Type: Contractor Location: Remote, global Opportunity Snapshot Pay: Up to $90/hour equivalent Time per task: ~10 hours per task Location: Fully remote — no geographic restrictions. Strong English required (B2 minimum, C1 preferred) Next step: Complete the role-specific AI interview — it’s how your expertise gets in front of the client Your tasks: Design realistic, multi-step HR and people operations tasks with objective criteria for grading the output micro1 is engaging experienced HR and people operations practitioners to design the tasks that measure what AI systems can actually do. Your domain knowledge is what matters here — no prior AI experience required. The work is to turn real HR workflows into benchmark tasks: realistic, difficult, and gradable against objective criteria. If you’ve written a policy, built a payroll checklist, or trained someone to handle employee cases against a standard, that’s the instinct this needs. Scope of Work Design multi-step tasks drawn from real HR work — payroll operations, workforce planning, policy application, employee lifecycle processes — with realistic reference files and clear instructions. Define objective grading criteria so two qualified reviewers would reach the same verdict on the same output. Build tasks that require judgment rather than lookup: ones where the right answer depends on reading the materials correctly. Create or source the supporting materials each task needs: policy documents, payroll reports, headcount data, employment agreements. Flag tasks that turn out to be ambiguous or ungradable instead of submitting them anyway. Deliver approved tasks on schedule and at the required quality level. Preferred Qualifications 5+ years of hands-on responsibility in payroll, workforce planning, HR policy, or employee lifecycle operations — direct ownership of the work, not supervisory-only or adjacent exposure. Experience creating or applying structured standards: HR policies, payroll checklists, process documentation, compliance frameworks, or training assessments. Comfortable working across spreadsheets, reports, and policy documents at the same time. HR certification (SHRM, CIPD, PHR or equivalent) is a plus, but not required. Strong English, written and spoken — B2 minimum, C1 preferred. AI or LLM evaluation experience is a plus, but not required. How the selection process works Apply and complete the screening questions Complete the AI interview for this role — even if you’ve interviewed with us before, a role-specific interview is how we showcase your domain expertise to the client, and it gives you the strongest shot at being selected Profile review Onboarding — our Talent Ops team will get you set up

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 45–90; currency not specified; hour.

Source restriction statements: Role Title: Procurement & Vendor Management Expert Role Type: Contractor Location: Remote Opportunity Snapshot Pay: Up to $90/hour equivalent. · Time per task: ~10 hours per task Location: Fully remote — no geographic restrictions. · Strong English required (B2 minimum, C1 preferred) Next step: Complete the role-specific AI interview — it’s how your expertise gets in front of the client Your tasks: Design realistic, multi-step procurement and vendor management tasks with objective criteria for grading the output micro1 is engaging experienced procurement and vendor management practitioners to design the tasks that measure what AI systems can actually do. · Preferred Qualifications 5+ years of hands-on responsibility in procurement, sourcing, supplier assessment, or vendor management — direct ownership of the work, not supervisory-only or adjacent exposure. · Strong English, written and spoken — B2 minimum, C1 preferred.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Procurement & Vendor Management Expert Role Type: Contractor Location: Remote Opportunity Snapshot Pay: Up to $90/hour equivalent. Time per task: ~10 hours per task Location: Fully remote — no geographic restrictions. Strong English required (B2 minimum, C1 preferred) Next step: Complete the role-specific AI interview — it’s how your expertise gets in front of the client Your tasks: Design realistic, multi-step procurement and vendor management tasks with objective criteria for grading the output micro1 is engaging experienced procurement and vendor management practitioners to design the tasks that measure what AI systems can actually do. Your domain knowledge is what matters here — no prior AI experience required. The work is to turn real procurement workflows into benchmark tasks: realistic, difficult, and gradable against objective criteria. If you’ve built a supplier scorecard, run a weighted bid evaluation, or written a vendor risk framework, that’s exactly the instinct this needs. Scope of Work Design multi-step tasks drawn from real procurement work — supplier assessment, bid comparison, vendor risk analysis, contract review — with realistic reference files and clear instructions. Define objective grading criteria so two qualified reviewers would reach the same verdict on the same output. Build tasks that require judgment rather than lookup: ones where the right answer depends on reading the materials correctly. Create or source the supporting materials each task needs: RFP responses, pricing schedules, contracts, SLAs, risk assessments. Flag tasks that turn out to be ambiguous or ungradable instead of submitting them anyway. Deliver approved tasks on schedule and at the required quality level. Preferred Qualifications 5+ years of hands-on responsibility in procurement, sourcing, supplier assessment, or vendor management — direct ownership of the work, not supervisory-only or adjacent exposure. Experience creating or applying structured evaluation standards: supplier scorecards, weighted bid criteria, vendor risk frameworks, or category strategies. Comfortable working across contracts, spreadsheets, and reports at the same time. CIPS, CPSM or equivalent certification is a plus, but not required. Strong English, written and spoken — B2 minimum, C1 preferred. AI or LLM evaluation experience is a plus, but not required. How the selection process works Apply and complete the screening questions Complete the AI interview for this role — even if you’ve interviewed with us before, a role-specific interview is how we showcase your domain expertise to the client, and it gives you the strongest shot at being selected Profile review Onboarding — our Talent Ops team will get you set up

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 45–90; currency not specified; hour.

Source restriction statements: Job Title: Chief of Staff Job Type: Full-time Location : Remote The Role You'll operate at the intersection of strategy, operations, and execution, helping the CRO focus on what matters most, accelerate decision-making, and turn ambitious goals into measurable outcomes. · Compensation & Benefits Notice The national pay range for this full-time position is base salary of $80,000 –$120,000. · All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. · micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. · All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Job Title: Chief of Staff Job Type: Full-time Location : Remote The Role You'll operate at the intersection of strategy, operations, and execution, helping the CRO focus on what matters most, accelerate decision-making, and turn ambitious goals into measurable outcomes. This role is ideal for someone who thrives in ambiguity, thinks strategically, moves fast, and takes end-to-end ownership of complex challenges in a fast-paced AI environment. What You'll Be Doing Optimize the CRO's time and priorities through calendar management, executive briefings, meeting preparation, and follow-ups. Drive cross-functional initiatives, align stakeholders, track milestones, and ensure critical deliverables are completed. Identify inefficiencies, improve processes, and build scalable systems that increase organizational effectiveness. Develop reporting frameworks, monitor KPIs, and surface actionable insights to support business decisions. Prepare presentations, draft internal communications, and ensure alignment on executive priorities. Research business challenges, evaluate opportunities, and develop data-driven recommendations. Own high-impact, ambiguous initiatives that fall outside traditional departmental responsibilities. Leverage AI tools and automation to streamline workflows, improve productivity, and accelerate execution. What We're Looking For 4+ years of experience in strategy, business operations, management consulting, revenue operations, or similar roles. Strong business acumen, analytical skills, and the ability to turn ambiguous problems into actionable plans. Proven ability to manage complex initiatives, prioritize effectively, and deliver results with minimal oversight. Exceptional written and verbal communication skills, with the ability to influence stakeholders and communicate with senior leadership. Hands-on experience using AI tools and automation to improve workflows and operational efficiency. A proactive, resourceful, and ownership-driven mindset with strong judgment and attention to detail. Ability to thrive in fast-moving environments, manage competing priorities, and navigate ambiguity. Nice to Haves Experience supporting a CRO, CEO, or other C-level executive. Background in AI companies, high-growth startups, or B2B SaaS. Familiarity with go-to-market strategies, revenue operations, sales pipelines, and CRM systems. Experience building KPI dashboards, executive reporting systems, or operational workflows from scratch. Background in management consulting, strategic finance, or a founder's office. Experience with LLMs, AI agents, and workflow automation platforms. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $80,000 –$120,000. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 7–8; currency not specified; hour. · Source ideal yearly compensation: 150000–250000; currency not specified; year.

Source restriction statements: Role Title: Food Delivery AI Response Evaluator Role Type : Contractor Location: Remote micro1 is engaging Food Delivery AI Response Evaluators to contribute to a client’s innovative project focused on enhancing AI-driven customer interactions within the food delivery sector. · Preferred Qualifications: Demonstrated expertise in food delivery, hospitality, customer service, or related sectors.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Food Delivery AI Response Evaluator Role Type : Contractor Location: Remote micro1 is engaging Food Delivery AI Response Evaluators to contribute to a client’s innovative project focused on enhancing AI-driven customer interactions within the food delivery sector. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work: Assess and provide feedback on AI-generated responses within food delivery platforms for quality, relevance, and accuracy. Identify nuances in written and verbal communication to ensure AI outputs align with realistic and effective customer service standards. Review context-specific scenarios, such as order inquiries, delivery status updates, and issue resolution exchanges. Flag incorrect, ambiguous, or inappropriate responses, offering concise suggestions for improvement. Create illustrative example conversations that reflect authentic food delivery customer interactions. Collaborate with project leads and technical teams to clarify requirements and optimize evaluation processes. Preferred Qualifications: Demonstrated expertise in food delivery, hospitality, customer service, or related sectors. Exceptional written and verbal communication skills, with a strong attention to detail. Experience evaluating communications or providing feedback in service-oriented environments. Comfort working independently and adhering to project guidelines. Familiarity with digital delivery platforms, apps, or AI-driven tools is advantageous. Ability to offer constructive analysis and articulate improvement suggestions clearly. Adaptability to shifting project priorities and willingness to engage with diverse tasks.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 10–30; currency not specified; hour.

Source restriction statements: Job Title: Food Delivery App User Tester Job Type: Contractor Location: United States, Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. · Comfortable working independently and managing remote tasks efficiently. · Preferred Qualifications: Experience in beta testing or user research for mobile apps or digital platforms.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Job Title: Food Delivery App User Tester Job Type: Contractor Location: United States, Remote Job Summary: In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Key Responsibilities: Leverage your active food delivery app account and order history to provide realistic user data and scenarios. Generate authentic search intents and document user journeys on grocery and food delivery platforms. Evaluate, annotate, and provide feedback on the relevance of search results and app recommendations. Generate queries and conduct reasoning exercises to test and enhance model understanding of user behaviors. Identify usability issues, suggest improvements, and flag inconsistencies across different platforms. Stay up-to-date with the latest app features and trends in food delivery and restaurant discovery. Required Skills and Qualifications: Active user of food delivery apps with documented order history (not a restaurant owner or driver). Strong familiarity with restaurant discovery and food delivery ecosystems. Exceptional written and verbal English communication skills — clarity and detail matter. Proficient in using smartphones or desktops with food delivery apps installed. Keen attention to detail and ability to provide high-quality, constructive feedback. Comfortable working independently and managing remote tasks efficiently. Preferred Qualifications: Experience in beta testing or user research for mobile apps or digital platforms. Background or interest in UX, AI, or digital product feedback. Exposure to a variety of food delivery platforms and markets. Proficient in structured reasoning and capable of formulating and answering complex queries about app interactions.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 16–30; currency not specified; hour.

Source restriction statements: Role Title: Registered Nurse Role Type: Contractor Location: United States, Remote Compensation: $60-$70 USD per hour micro1 is engaging Registered Nurses to contribute their expertise to a dynamic project for a valued customer. · Preferred Qualifications Based in the United States and able to practice as a Registered Nurse in the U.S.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Registered Nurse Role Type: Contractor Location: United States, Remote Compensation: $60-$70 USD per hour micro1 is engaging Registered Nurses to contribute their expertise to a dynamic project for a valued customer. In this role, you'll apply your inpatient clinical expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required. Your domain knowledge is what matters. Scope of Work Annotate and review clinical content and inpatient documentation (nursing notes, progress notes, care plans, orders, lab results, and discharge summaries), ensuring accuracy, clinical soundness, and completeness. Evaluate AI-generated outputs for clinical accuracy, safety, and appropriateness across a range of inpatient populations and care scenarios. Apply bedside nursing judgment and knowledge of inpatient workflows, standards of care, and documentation practices to validate and enrich datasets. Collaborate with project stakeholders via written and verbal communication to clarify requirements and resolve ambiguities in clinical documentation. Provide high-quality feedback on guidelines and edge cases to improve project workflows and model understanding. Preferred Qualifications Based in the United States and able to practice as a Registered Nurse in the U.S. Recent inpatient bedside RN experience. Broad clinical exposure, with comfort reviewing documentation across different inpatient populations rather than a narrow specialty. Experience in an academic or large health system setting (e.g., a large teaching hospital), with exposure to complex patients, workflows, and documentation practices. Previous annotation experience with positive performance reviews. Proficiency with both written and verbal communication, with a strong attention to clarity and detail.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 60–70; currency not specified; hour.

Source restriction statements: Role Type : Contractor Location : US - Remote micro1 is engaging Inpatient Coding Specialists (CCS / CIC certified) to contribute their expertise to a dynamic project for a valued customer. · Preferred Qualifications Active AHIMA Certified Coding Specialist (CCS) or AAPC Certified Inpatient Coder (CIC) credential.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Type : Contractor Location : US - Remote micro1 is engaging Inpatient Coding Specialists (CCS / CIC certified) to contribute their expertise to a dynamic project for a valued customer. In this role, you’ll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required, your domain knowledge is what matters. Scope of Work Annotate and review inpatient medical records, including admission notes, progress notes, operative reports, consults, lab and imaging results, and discharge summaries, ensuring precise ICD-10-CM and ICD-10-PCS code assignment based on documentation. Identify principal and secondary diagnoses, sequence codes according to guidelines, assign Present on Admission (POA) indicators, and validate MS-DRG assignment, including the identification of CCs and MCCs, to verify and enrich data sets. Apply inpatient-specific coding conventions, such as UHDDS definitions, ICD-10-CM/PCS Official Guidelines for Coding and Reporting, and AHA Coding Clinic guidance, while identifying hospital-acquired conditions (HACs) and patient safety indicators. Collaborate with project stakeholders using both written and verbal communication to clarify requirements, resolve documentation ambiguities, and ensure data integrity. Deliver high-quality feedback on coding guidelines and complex cases to support project workflow improvements and enhance AI model understanding. Ensure accuracy and completeness of all coding-related annotations per current best practices and coding standards. Preferred Qualifications Active AHIMA Certified Coding Specialist (CCS) or AAPC Certified Inpatient Coder (CIC) credential. Thorough expertise in ICD-10-CM, ICD-10-PCS, and MS-DRG methodology with hands-on inpatient coding experience. Experience coding in diverse inpatient settings, such as acute care, teaching hospitals, specialty units, surgical, trauma, oncology, cardiology, and transplant cases. Proficiency in reviewing and coding various types of clinical documentation and addressing complex coding challenges. Strong written and verbal communication skills, demonstrating meticulous attention to detail and clarity. Access to current ICD-10-CM and ICD-10-PCS code sets, Official Coding Guidelines, and MS-DRG grouper tools.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 50–70; currency not specified; hour.

Source restriction statements: About Turing: Based in San Francisco, California, Turing is the world’s leading research accelerator for frontier AI labs and a trusted partner for global enterprises deploying advanced AI systems. · Strong Plus (Preferred Qualifications) Bachelor or higher degree from relevant engineering domain is a must for this position. · Niche domain expertise in areas rich with hard-to-find records (e.g., local government filings, regional sports history, legal archives, historical patents).

Source description: About Turing: Based in San Francisco, California, Turing is the world’s leading research accelerator for frontier AI labs and a trusted partner for global enterprises deploying advanced AI systems. Turing supports customers in two ways: first, by accelerating frontier research with high-quality data, advanced training pipelines, plus top AI researchers who specialize in coding, reasoning, STEM, multilinguality, multimodality, and agents; and second, by applying that expertise to help enterprises transform AI from proof of concept into proprietary intelligence with systems that perform reliably, deliver measurable impact, and drive lasting results on the P&L. Role Overview We are seeking an analytical researcher and red-teaming specialist to build evidence-based web-research benchmark tasks that reliably expose weaknesses in state-of-the-art (SOTA) AI models (e.g., Claude Opus 5 Max). In this role, you will discover hard-to-surface facts, build precise research tasks around them, test them directly against leading LLMs, and diagnose the exact failure mechanisms in the model's search and reasoning paths. Your work will directly shape AI evaluation frameworks, ensuring next-generation frontier models are tested against rigorous, non-trivial real-world research scenarios. Job Requirements: Core Experience: 1+ years in investigative research, fact-checking, AI benchmark task authoring, red-teaming, or technical QA review. Benchmark Familiarity: Proven experience authoring, testing, or reviewing tasks for AI benchmarks such as GAIA, BrowseComp, SimpleQA, SWE-bench, Terminal-Bench, or Humanity’s Last Exam (HLE) . Analytical & OSINT Skills: Intermediate-to-advanced web search and Open Source Intelligence (OSINT) skills; ability to navigate academic archives, local records, or obscure databases. Model Trajectory Debugging: Strong analytical capability to inspect model reasoning chains, search logs, and source selection to diagnose root causes of failure. Precision Writing: Ability to author clear, unambiguous benchmark prompts with bulletproof, primary-sourced answer keys. Job Responsibilities: Obscure Fact Discovery: Deeply research niche topics to identify factual ground truths that cannot be surfaced via simple, direct search queries. Source Verification: Rigorously verify facts against primary or highly credible sources, cross-check for contradictory evidence, and document exact source URLs. Task Construction: Draft clear, answerable benchmark tasks designed specifically to expose structural weaknesses in model research strategies. Red-Teaming & Model Testing: Execute tasks against designated SOTA models to confirm they reliably trigger intended model failures. Failure Diagnosis & Debugging: Trace model run logs, search trajectories, and intermediate outputs to pinpoint exactly where and why the model failed (distinguishing genuine model limitations from ambiguous prompts). Pattern Scaling & Review: Apply validated "model-breaking" research patterns across new domains and, for strong performers, review tasks authored by peer trainers. Strong Plus (Preferred Qualifications) Bachelor or higher degree from relevant engineering domain is a must for this position. Prior experience specifically designing prompt-injection or reasoning-trap tasks that break SOTA models. Advanced OSINT capabilities or published investigative/academic research demonstrating deep source verification. Niche domain expertise in areas rich with hard-to-find records (e.g., local government filings, regional sports history, legal archives, historical patents). Experience serving as a lead reviewer, benchmark auditor, or quality owner on AI evaluation projects. Offer Details: Commitments Required: Upto 40 hours per week with 4 hours of overlap with PST. Engagement type: Contractor Engagement Length: upto 4 weeks Evaluation Process - Candidates will be require to submit a Job Interest Form & assessment . Talents finalized in assessment will go through assessment, review & will proceed further accordingly.

Other source conditions: flex talent location type: remote

Source restriction statements: Fully remote and flexible work environment.

Source description: About Turing: Turing is one of the world’s fastest-growing AI companies accelerating the advancement and deployment of powerful AI systems. Turing helps customers in two ways: Working with the world’s leading AI labs to advance frontier model capabilities in thinking, reasoning, coding, agentic behavior, multimodality, multilinguality, STEM and frontier knowledge; and leveraging that work to build real-world AI systems that solve mission-critical priorities for companies. Role Overview We are looking for a detail-oriented Business Analyst to support a project involving the evaluation of multiple chatbot responses. The role will require analyzing business requirements, comparing chatbot outputs, conducting structured evaluations, and providing final assessments based on defined criteria. Key Responsibilities: Gather, analyze, and document business requirements. Collaborate with stakeholders to understand business needs and objectives. Translate business requirements into clear functional specifications. Analyze workflows, processes, and data to identify gaps and improvement areas. Create reports, dashboards, process maps, and other documentation. Support project planning, testing, implementation, and user acceptance testing. Coordinate with technical and cross-functional teams to ensure successful delivery. Track project progress, risks, dependencies, and key performance indicators. Present insights and recommendations to stakeholders. Required Qualifications and Skills: 2+ years of experience as a Business Analyst or in a similar role. Strong analytical, problem-solving, and communication skills. Experience with requirement-gathering and process-mapping techniques. Ability to work with cross-functional teams and manage multiple priorities. Strong attention to detail and documentation skills. Knowledge of Agile or Scrum methodologies is an advantage. Perks of Freelancing With Turing: Work at the forefront of AI applications in accounting and finance. Fully remote and flexible work environment. Opportunity to collaborate on high-impact projects with global reach. Offer Details: This is a project-based role involving a defined number of evaluation tasks. Each task will involve comparing multiple chatbots and providing a final assessment. Work Schedule: Five working days per week, including weekends as required, with two weekdays off. Duration: 16 weeks.

Other source conditions: flex talent location type: remote

Source restriction statements: About Turing: Based in San Francisco, California, Turing is the world’s leading research accelerator for frontier AI labs and a trusted partner for global enterprises deploying advanced AI systems. · You will own production across coding data, RLHF or preference data, SWE benchmarks, model evaluations, agentic coding, code generation, and code repair. · Requirements Direct experience operating production software-engineering data programs for frontier AI models, preferably involving coding training, coding RLHF, SWE benchmarks, model evaluations, agentic coding, code generation, or code repair. · Perks of Freelancing With Turing Work remotely with leading global technology companies and AI labs.

Source description: About Turing: Based in San Francisco, California, Turing is the world’s leading research accelerator for frontier AI labs and a trusted partner for global enterprises deploying advanced AI systems. Turing supports customers in two ways: first, by accelerating frontier research with high-quality data, advanced training pipelines, plus top AI researchers who specialize in coding, reasoning, STEM, multilinguality, multimodality, and agents; and second, by applying that expertise to help enterprises transform AI from proof of concept into proprietary intelligence with systems that perform reliably, deliver measurable impact, and drive lasting results on the P&L. Role Overview We are looking for a Strategic Project Lead with direct experience operating software-engineering data programs for frontier AI models. You will own production across coding data, RLHF or preference data, SWE benchmarks, model evaluations, agentic coding, code generation, and code repair. This includes contributor calibration, throughput, quality, rework, cost, timelines, and delivery recovery. The role requires strong technical judgment. You should be able to read code and tests, inspect final artifacts, identify invalid work, and make release or rejection decisions with minimal training. What Does Day-to-Day Look Like? Operate active software-engineering data and evaluation programs end to end. Manage contributor sourcing, calibration, onboarding, reviewer capacity, and performance. Track throughput, quality, rework, defects, cost, and delivery timelines. Review code, tests, task metadata, and final artifacts for technical correctness. Diagnose quality failures and improve task design, rubrics, instructions, and review processes. Lead recovery plans when programs fall behind on quality, throughput, cost, or timelines. Coordinate distributed software engineers, reviewers, and team leads. Communicate progress, risks, and corrective actions to customer research and program teams. Use Python, SQL, or similar tools for quality analysis, defect tracking, and operational reporting. Requirements Direct experience operating production software-engineering data programs for frontier AI models, preferably involving coding training, coding RLHF, SWE benchmarks, model evaluations, agentic coding, code generation, or code repair. Proven ownership of the full production system, including contributor sourcing and calibration, task throughput, quality, rework, cost management, and delivery recovery. Strong software-engineering judgment, with the ability to read code and tests, inspect final artifacts, identify invalid technical work, and make release or rejection decisions. Experience managing distributed software-engineering contributors, reviewers, and team leads while maintaining consistent quality and delivery performance. Ability to take over an active program quickly, diagnose operational problems independently, and communicate clear decisions and recovery plans to demanding customers. Perks of Freelancing With Turing Work remotely with leading global technology companies and AI labs. Flexible engagement options based on project requirements and availability. Opportunity to work on high-impact AI training, evaluation, and data-generation programs. Collaborate with experienced technical, research, operations, and delivery teams. Build expertise at the intersection of software engineering, AI, and large-scale operations. Offer Details: Commitments Required: 8 hours per day with at least 4 hour overlap with PST. Employment Type: Contractor position (Note: this role does not include medical/paid leave). Duration of Contract: 3 months [expected start date is next week]. Evaluation Process : AI Interview (~20 mins) Delivery interview (~45 mins)

Other source conditions: flex talent location type: remote

Source restriction statements: Develop tasks involving geospatial analysis, time-series processing, numerical modeling, interpolation, forecasting, remote sensing, or environmental risk analysis. · Strong expertise in at least one area such as climate science, atmospheric science, geophysics, oceanography, geology, hydrology, remote sensing, environmental modeling, or Earth-system science . · Preferred Qualification: Experience with NumPy, pandas, SciPy, xarray, rasterio, GeoPandas, Cartopy, GDAL , or similar scientific/geospatial tools.

Source description: Role Overview: We are seeking Earth Sciences experts to develop realistic, terminal-based scientific tasks for Terminal Bench Science. You will create computational workflows involving environmental data, climate systems, atmospheric processes, geophysics, oceanography, geology, and related fields. You will design tasks that require AI agents to inspect scientific datasets, process geospatial or time-series data, run models, troubleshoot pipelines, and generate objectively verifiable scientific outputs. What you'll do: Translate authentic Earth-science workflows into self-contained terminal benchmark tasks. Prepare geospatial, climate, atmospheric, geological, hydrological, or oceanographic datasets. Build reproducible computational environments with appropriate scientific libraries and command-line tools. Create expert solutions using Python, R, Bash, Julia, or domain-specific software. Develop tasks involving geospatial analysis, time-series processing, numerical modeling, interpolation, forecasting, remote sensing, or environmental risk analysis. Define objective grading criteria for scientific outputs, model behavior, data transformations, and spatial or temporal accuracy. Validate coordinate systems, units, timestamps, missing-data handling, and scientific assumptions. Create automated tests for numerical tolerances, file formats, metadata, and reproducibility. Debug issues involving geospatial projections, large datasets, dependencies, performance, and numerical stability. Document input data provenance, expected outputs, edge cases, and limitations. What we're looking for: Ph.D., postdoctoral experience, or equivalent advanced technical experience in Earth Sciences or a closely related field . Strong expertise in at least one area such as climate science, atmospheric science, geophysics, oceanography, geology, hydrology, remote sensing, environmental modeling, or Earth-system science . Strong programming skills in Python, R, Julia, Bash , or another scientific programming language. Hands-on experience with scientific data processing, numerical modeling, geospatial analysis, environmental datasets, or time-series analysis. Comfortable working independently in Linux/terminal-based environments . Ability to build, debug, and validate reproducible scientific computational workflows. Strong understanding of scientific quality control, spatial/temporal data, uncertainty, and numerical accuracy. Preferred Qualification: Experience with NumPy, pandas, SciPy, xarray, rasterio, GeoPandas, Cartopy, GDAL , or similar scientific/geospatial tools. Experience with scientific data formats such as NetCDF, HDF5, GeoTIFF, shapefiles, or GRIB . Experience working with climate, weather, satellite, seismic, oceanographic, geological, or hydrological datasets. Familiarity with Docker, Conda, Git, CI/CD, automated testing, or HPC environments . Nice to Have: Research software engineering, scientific benchmarking, or automated grader development experience. Experience evaluating AI coding/terminal agents or developing tasks and evaluations for AI systems. Publications or open-source contributions in Earth, environmental, geospatial, or computational sciences. Offer Details : Commitments Required: At least 6 hours per day and minimum 40 hours per week with overlap of 4 hours with PST. Employment type : Contractor assignment (no medical/paid leave) Duration of contract : 5 week [expected start date is next week] Payment type: Pay Per Task $300/per aproved task

Other source conditions: flex talent location type: remote

Source restriction statements: Job Title: Member of Technical Staff, Model Training (post-training research) Job Type: Full-time Location : Remote The Role In this role, you will investigate how learning algorithms, training data, and evaluation methodologies interact to produce stronger reasoning, generalization, and agent capabilities. · Design methods for learning from expert demonstrations, human preferences, corrections, and model-generated trajectories, identifying where human feedback delivers the greatest improvements. · Nice to Have Experience with RLHF, RLAIF, preference optimization, or reinforcement learning for reasoning and agentic tasks. · Compensation & Benefits Notice The national pay range for this full-time position is base salary of $200,000 –$320,000. · All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. · micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. · All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Job Title: Member of Technical Staff, Model Training (post-training research) Job Type: Full-time Location : Remote The Role In this role, you will investigate how learning algorithms, training data, and evaluation methodologies interact to produce stronger reasoning, generalization, and agent capabilities. You will explore new approaches to reinforcement learning, distillation, and data-efficient training, translating research insights into scalable methods that improve model intelligence. This is a highly experimental role at the intersection of fundamental machine learning research and large-scale model development. You will have the opportunity to formulate research hypotheses, design ambitious experiments, and develop training methods that directly influence the capabilities of our models. What You'll Do Research, implement, and scale advanced post-training methods, including supervised fine-tuning (SFT), reinforcement learning (RL), and on-policy distillation (OPD), across large language and multimodal models. Investigate learning objectives, optimization dynamics, exploration strategies, and credit assignment mechanisms to improve training stability, sample efficiency, and capability acquisition. Develop and refine training recipes by jointly optimizing data mixtures, sampling strategies, curricula, and evaluation methodologies. Design methods for learning from expert demonstrations, human preferences, corrections, and model-generated trajectories, identifying where human feedback delivers the greatest improvements. Research the co-evolution of generators, reward models, and graders, developing approaches that improve both model performance and the quality of the training signals they consume. Design rigorous experiments, ablation studies, and evaluation frameworks to measure generalization, reasoning, and performance on realistic downstream tasks. Own research initiatives end-to-end, from identifying promising directions and implementing new algorithms to executing large-scale experiments and validating results. What We're Looking For Strong foundations in machine learning, deep learning, optimization, and modern model training techniques. Hands-on experience training, fine-tuning, or post-training large-scale language or multimodal models. Deep technical expertise in one or more areas such as reinforcement learning, model distillation, reward modeling, data selection, or learning dynamics. Strong proficiency in Python and PyTorch, with the ability to implement, debug, and optimize complex training pipelines. Experience designing controlled experiments, interpreting model behavior, and translating empirical findings into actionable research directions. Ability to independently navigate ambiguous research problems, formulate hypotheses, and iterate quickly based on experimental evidence. Strong analytical thinking and a research-driven mindset, with an emphasis on reproducibility, scientific rigor, and measurable improvements. Nice to Have Experience with RLHF, RLAIF, preference optimization, or reinforcement learning for reasoning and agentic tasks. Familiarity with distributed training, large-scale experimentation, and GPU-based model optimization. Experience developing reward models, verifiers, graders, or automated evaluation systems. Research contributions to post-training, reinforcement learning, or related areas through publications, open-source projects, or production systems. Experience investigating synthetic data generation, curriculum learning, or iterative self-improvement techniques. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $200,000 –$320,000. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 7–8; currency not specified; hour. · Source ideal yearly compensation: 600000–1800000; currency not specified; year.

Source restriction statements: Job Title: Member of Technical Staff, Model Training (applied research) Job Type: Full-time Location : Remote The Role In this role, you will work across language models, multimodal systems, robotics, and autonomous agents, developing models optimized for specific applications and environments. · Compensation & Benefits Notice The national pay range for this full-time position is base salary of $200,000 –$320,000. · All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. · micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. · All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Job Title: Member of Technical Staff, Model Training (applied research) Job Type: Full-time Location : Remote The Role In this role, you will work across language models, multimodal systems, robotics, and autonomous agents, developing models optimized for specific applications and environments. You will own the full model development lifecycle, from understanding application requirements and designing training datasets to model adaptation, evaluation, and production deployment. Our objective is to build specialized models that match or exceed the quality of frontier models on targeted workloads while significantly improving inference efficiency, latency, and cost. You will operate at the intersection of applied machine learning research and production engineering, turning advances in model training into reliable, high-performance systems with measurable real-world impact. What You'll Do Train, fine-tune, and adapt language, vision-language, and robotics models using supervised fine-tuning (SFT), reinforcement learning (RL), imitation learning, and distillation. Develop specialized models for complex applications, including multimodal understanding, robotic perception and control, and autonomous agents capable of reasoning, planning, and tool use. Build simulation-based training and evaluation environments to study policy learning, task generalization, and the transfer of capabilities from simulated to real-world settings. Combine expert demonstrations, human feedback, synthetic datasets, and environment-generated trajectories into effective training datasets, reward signals, and learning curricula. Develop specialized models that power micro1's flow ecosystem, improving data generation, annotation, quality assurance, and automated grading workflows. Incorporate expert corrections and model performance feedback into iterative training cycles to continuously improve accuracy, robustness, and task success. Optimize models for production inference, balancing quality, latency, throughput, and computational efficiency against frontier-model baselines. Collaborate with research and platform engineering teams to transition promising prototypes into scalable, production-ready model deployments. What We're Looking For Strong foundations in machine learning and deep learning, with hands-on experience training, adapting, and evaluating modern AI models. Practical experience in one or more areas, including large language models, vision-language models, robotics, reinforcement learning, or autonomous agents. Strong proficiency in Python and PyTorch, with the ability to develop reliable training, evaluation, and inference pipelines. Experience translating application requirements into measurable model objectives, benchmarks, and performance improvements. Solid software engineering fundamentals, including the ability to build maintainable systems and move research prototypes toward production. Familiarity with model adaptation techniques such as fine-tuning, distillation, imitation learning, or reinforcement learning. Strong experimental judgment and the ability to independently identify performance bottlenecks, evaluate trade-offs, and iterate toward effective solutions. Nice to Have Experience with robotics, embodied AI, vision-language-action models, or simulation-based policy learning. Familiarity with agent frameworks, tool-using models, and environment-driven training. Experience with synthetic data generation, human-in-the-loop learning, or automated evaluation systems. Knowledge of inference optimization techniques, including quantization, batching, model compression, and efficient serving. Experience deploying specialized models in production environments with demanding latency, reliability, or cost requirements. Research contributions or open-source work in applied machine learning, multimodal AI, robotics, or agent systems. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $200,000 –$320,000. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 7–8; currency not specified; hour. · Source ideal yearly compensation: 600000–1800000; currency not specified; year.

Source restriction statements: Role Title: Aircraft Pilot Role Type: Contractor Location: Remote micro1 is engaging professional Aircraft Pilots to contribute to a customer's innovative project focused on advancing AI in aviation. · Scope of Work Listen to authentic air traffic control (ATC) radio transmissions and accurately transcribe audio following detailed project guidelines Extract and document key flight instructions, including headings, altitudes, and radio frequencies Reference supporting materials such as airport diagrams, navigational charts, and aircraft positioning data to ensure precise transcription and annotation Apply aviation experience to interpret diverse communication styles, accents, and operational contexts commonly encountered in real-world ATC Meet a rigorous standard for transcription accuracy, targeting a 2% word error rate or better Contribute feedback for ongoing improvements to guidelines, processes, and AI understanding of ATC communications Preferred Qualifications Active or former professional pilot with substantial experience in real-world flight operations Fluency in English, with proven ability to interpret and communicate complex ATC instructions Experience operating internationally and understanding a variety of regional and non-native English accents Exceptional attention to detail, with the ability to follow structured annotation and transcription protocols Comfort using digital tools, reference materials, and high-quality audio equipment in a remote setting Reliable internet connection and a quiet workspace equipped with good headphones Prior experience with data annotation, transcription, or similar structured data projects is a plus

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Aircraft Pilot Role Type: Contractor Location: Remote micro1 is engaging professional Aircraft Pilots to contribute to a customer's innovative project focused on advancing AI in aviation. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Listen to authentic air traffic control (ATC) radio transmissions and accurately transcribe audio following detailed project guidelines Extract and document key flight instructions, including headings, altitudes, and radio frequencies Reference supporting materials such as airport diagrams, navigational charts, and aircraft positioning data to ensure precise transcription and annotation Apply aviation experience to interpret diverse communication styles, accents, and operational contexts commonly encountered in real-world ATC Meet a rigorous standard for transcription accuracy, targeting a 2% word error rate or better Contribute feedback for ongoing improvements to guidelines, processes, and AI understanding of ATC communications Preferred Qualifications Active or former professional pilot with substantial experience in real-world flight operations Fluency in English, with proven ability to interpret and communicate complex ATC instructions Experience operating internationally and understanding a variety of regional and non-native English accents Exceptional attention to detail, with the ability to follow structured annotation and transcription protocols Comfort using digital tools, reference materials, and high-quality audio equipment in a remote setting Reliable internet connection and a quiet workspace equipped with good headphones Prior experience with data annotation, transcription, or similar structured data projects is a plus

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 30–50; currency not specified; hour.

Source restriction statements: Role Title: Air Traffic Controller Role Type: Contractor Location: Remote micro1 is engaging Air Traffic Controllers to contribute to a customer’s AI project focused on aviation communications. · Preferred Qualifications Current or previous certification as an air traffic controller (tower, approach, center, or ground). · Ability to comprehend a wide array of accents, including those of international pilots.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Air Traffic Controller Role Type: Contractor Location: Remote micro1 is engaging Air Traffic Controllers to contribute to a customer’s AI project focused on aviation communications. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Listen to authentic ATC radio transmissions and produce accurate, structured transcripts in line with detailed project guidelines. Identify and extract critical instructions—including headings, altitudes, frequencies, and clearances—from radio communications. Leverage contextual resources such as airport diagrams, approach charts, and real-time aircraft positions to enhance transcription fidelity. Apply your operational experience to clarify ambiguous or noisy audio segments, ensuring precise and context-aware extraction. Deliver transcriptions that meet a stringent accuracy threshold (e.g., 2% word error rate or lower) as defined by project standards. Follow feedback and iterative review processes to refine output quality and support continuous AI model improvement. Maintain the confidentiality of all shared data and adhere to project security protocols. Preferred Qualifications Current or previous certification as an air traffic controller (tower, approach, center, or ground). Demonstrated fluency in English, both written and verbal, with proficiency in aviation phraseology. Ability to comprehend a wide array of accents, including those of international pilots. Meticulous attention to detail and a strong commitment to producing consistent, high-quality transcripts. Comfortable working independently with structured guidelines and tight quality benchmarks. Access to reliable internet, a distraction-free workspace, and quality headphones for critical listening. Experience using or referencing aviation maps, charts, and navigation tools is a plus.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 30–50; currency not specified; hour.

Source restriction statements: Job Title: Member of Technical Staff, Model Training (infra & platform) Job Type: Full-time Location : Remote The Role In this role, you will take technical ownership of the distributed systems and platforms that enable researchers to train increasingly capable models, execute large-scale experiments, and deploy specialized AI systems efficiently. · Compensation & Benefits Notice The national pay range for this full-time position is base salary of $200,000 –$320,000. · All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. · micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. · All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Job Title: Member of Technical Staff, Model Training (infra & platform) Job Type: Full-time Location : Remote The Role In this role, you will take technical ownership of the distributed systems and platforms that enable researchers to train increasingly capable models, execute large-scale experiments, and deploy specialized AI systems efficiently. You will work across distributed training, GPU infrastructure, inference optimization, simulation environments, and agent execution frameworks, making critical architectural decisions that directly influence research velocity and model performance. What You'll Do Architect, build, and scale shared infrastructure for supervised fine-tuning (SFT), reinforcement learning (RL), and on-policy distillation (OPD), supporting language, multimodal, and robotics workloads. Design distributed training and execution pipelines that coordinate GPU workers, rollout generation, teacher-model inference, reward computation, and simulation environments. Develop high-performance infrastructure for model training and inference, optimizing GPU utilization, memory management, communication, storage, and distributed execution. Build and evolve the core architecture of micro1's agent ecosystem, including execution runtimes, tool interfaces, environment integrations, model registries, and serving APIs. Develop robust systems for experiment tracking, dataset and model versioning, checkpointing, fault recovery, and observability to improve research reproducibility and operational reliability. Identify and eliminate infrastructure bottlenecks, reducing experiment turnaround time and enabling researchers to run increasingly complex training workloads. Define technical standards, platform interfaces, and architectural patterns that support collaboration across research, infrastructure, and applied engineering teams. Lead critical engineering initiatives from system design through implementation and production operations, mentoring engineers while maintaining direct ownership of technically challenging components. What We're Looking For Strong computer science fundamentals, particularly in distributed systems, concurrency, networking, and performance engineering. Extensive experience designing, building, and operating scalable backend systems or distributed computing platforms. Proficiency in Python and at least one systems-oriented programming language, such as C++, Rust, or Go. Hands-on experience with GPU-based machine learning infrastructure, distributed training, model inference, or large-scale compute orchestration. Strong understanding of system performance, including compute utilization, memory efficiency, communication overhead, scheduling, and fault tolerance. Experience designing reliable APIs, services, and infrastructure components that support complex engineering or research workflows. Demonstrated technical ownership, including making architectural decisions, leading cross-functional initiatives, and delivering systems that other engineers depend on. Ability to operate effectively in fast-moving research environments where requirements evolve and infrastructure must support rapid experimentation. Nice to Have Experience with distributed ML frameworks and technologies such as PyTorch Distributed, DeepSpeed, Ray, Megatron-LM, or similar systems. Familiarity with GPU inference engines and optimization frameworks such as vLLM, TensorRT-LLM, or equivalent technologies. Experience building reinforcement learning infrastructure, rollout orchestration systems, or distributed agent execution environments. Knowledge of CUDA, GPU kernel optimization, NCCL, or low-level GPU performance engineering. Experience with Kubernetes, container orchestration, cluster scheduling, and cloud-based GPU infrastructure. Familiarity with simulation platforms, robotics infrastructure, or large-scale agent evaluation systems. Contributions to open-source infrastructure, distributed computing frameworks, or high-performance machine learning systems. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $200,000 –$320,000. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 7–8; currency not specified; hour. · Source ideal yearly compensation: 600000–1800000; currency not specified; year.

Source restriction statements: Role Title: Smartwatch User Role Type: Contractor Location: Remote Job Summary Get paid from home in this fully remote AI research project by sharing an export of your own wearable health data. · Preferred Qualifications Data from multiple devices or accounts.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Smartwatch User Role Type: Contractor Location: Remote Job Summary Get paid from home in this fully remote AI research project by sharing an export of your own wearable health data. If you own and actively wear an Oura, WHOOP, Garmin, Samsung Galaxy Watch (Samsung Health), Google Fitbit/Pixel Watch, or Apple Watch for a year and a half or more , your history could help train and evaluate AI models. You’ll download your data export from your device account and upload it as a ZIP file through a Google Form. No special equipment is needed besides the weareble tech. Key Responsibilities Log in to your own device account (Oura, WHOOP, Garmin Connect, Samsung Health, Fitbit/Google, or Apple Health) and request or download your full data export. Confirm your export covers the required time period and includes the required data types. Upload the unedited export as a ZIP file through the provided Google Form. Follow the instructions carefully and do not alter, delete, or filter your data. Report any issues, such as failed exports or missing data, and respond to feedback so your submission can be accepted. Required Qualifications Supported device: Oura, WHOOP, Garmin, Samsung Galaxy Watch/Samsung Health, Google Fitbit/Pixel Watch, or Apple Watch. Data history: At least 18 months of continuous data, with no gap longer than 6 weeks. Recent activity: Data recorded within the last 6 months. Data types: Tracking of at least two of the following: sleep, activity, or heart rate. Account access: Login access to your own device account. Technical comfort: Able to download files and upload a ZIP through a Google Form. Able to follow instructions, pay attention to detail, and work independently. Preferred Qualifications Data from multiple devices or accounts. 3+ years of history. Broad data coverage across multiple categories, such as sleep, fitness, activity, and heart rate. Compensation Structure: You will receive a payment of $70 per data of device submitted, paid after your data is reviewed and meets the project requirements.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 70; currency not specified; hour.

Source restriction statements: Role Title: Corporate Finance & Financial Modeling Expert Role Type: Contractor Location: Remote - US/Canada preferred; UK and Latin America also considered Pay: $60-120/hr. · Paid per task Time commitment: 10+ hours/week required; 20+ preferred. · Preferred Qualifications Experience at a leading bank, private equity firm, or Fortune 500 corporate development or finance team.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Corporate Finance & Financial Modeling Expert Role Type: Contractor Location: Remote - US/Canada preferred; UK and Latin America also considered Pay: $60-120/hr. Paid per task Time commitment: 10+ hours/week required; 20+ preferred. Time per task: Approximately 3 hours, following approximately 15 hours of initial environment development. Estimates include agent execution time. Your tasks: Build realistic finance work environments and use AI agents to create professional deliverables, task instructions, and objective evaluation criteria. micro1 is engaging experienced finance professionals to help build tasks that measure how effectively AI systems can perform complex professional work. You’ll turn real finance workflows into realistic scenarios, supporting files, and deliverables. Hands-on experience with agentic AI tools is required: you’ll work with agents to develop the materials and independently verify their quality. Scope of Work Build realistic finance environments containing business context, financial data, reference documents, and working files. Design multi-step tasks involving FP&A, corporate finance, valuation, forecasting, and financial modeling. Use agentic AI tools to develop models, analyses, and supporting deliverables. Required Qualifications 5+ years of professional experience in FP&A, corporate finance, valuation, or financial modeling. Direct ownership of substantive financial models, analyses, and business deliverables. Hands-on experience using agentic AI tools such as Claude Code, Cursor, Codex, or Claude Cowork for substantive work. General chatbot use alone is insufficient. Preferred Qualifications Experience at a leading bank, private equity firm, or Fortune 500 corporate development or finance team. Transaction-related financial analysis experience. Experience developing review standards, training junior professionals, or writing internal playbooks. Prior benchmark development or AI evaluation experience. Availability for 20+ hours per week. How the selection process works Apply and complete the screening questions. Complete the AI interview — this is how we showcase your expertise to the client. Profile review. Onboarding — our Talent Ops team will get you set up.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 60–120; currency not specified; hour.

Source restriction statements: Role Title: Investment Banking & M&A Expert Role Type: Contractor Location: Remote - US/Canada preferred; UK and Latin America also considered Pay: $60-120/hr. · Paid per task Time commitment: 10+ hours/week required; 20+ preferred. · Preferred Qualifications Corporate carve-out experience — strongly preferred.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Investment Banking & M&A Expert Role Type: Contractor Location: Remote - US/Canada preferred; UK and Latin America also considered Pay: $60-120/hr. Paid per task Time commitment: 10+ hours/week required; 20+ preferred. Time per task: Approximately 3 hours, following approximately 15 hours of initial environment development. Estimates include agent execution time. Your tasks: Build realistic transaction environments and use AI agents to create and review valuation models, deal materials, task instructions, and objective evaluation criteria. micro1 is engaging experienced investment banking and M&A professionals to help build tasks that measure how effectively AI systems can perform complex transaction work. You’ll turn live-deal workflows into realistic scenarios, supporting files, and client-facing deliverables. Hands-on experience with agentic AI tools is required: you’ll work with agents to develop the materials and independently verify their quality. Scope of Work Build realistic transaction environments containing company information, financial statements, diligence materials, and deal context. Design multi-step tasks involving valuation, comparable-company analysis, financial modeling, and sell-side advisory. Use agentic AI tools to develop and review CIMs, pitch books, valuation models, and supporting deliverables. Required Qualifications 5+ years of professional experience in investment banking, M&A, or sell-side advisory. Hands-on experience building valuation models, comparable-company analyses, CIMs, pitch books, and client-facing materials for live deals. Hands-on experience using agentic AI tools such as Claude Code, Cursor, Codex, or Claude Cowork for substantive work. General chatbot use alone is insufficient. Preferred Qualifications Corporate carve-out experience — strongly preferred. Experience at a top-tier investment bank or M&A advisory firm. Industrials sector experience. Experience developing review standards, training junior professionals, or writing internal playbooks. Prior benchmark development or AI evaluation experience. Availability for 20+ hours per week. How the selection process works Apply and complete the screening questions. Complete the AI interview — this is how we showcase your expertise to the client. Profile review. Onboarding — our Talent Ops team will get you set up.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 60–120; currency not specified; hour.

Source restriction statements: Role Title: Financial Due Diligence & Transaction Accounting Expert Role Type: Contractor Location: Remote - US/Canada preferred; UK and Latin America also considered Pay: $60-120/hr. · Paid per task Time commitment: 10+ hours/week required; 20+ preferred. · Preferred Qualifications Experience at a Big Four firm or another leading transaction advisory practice.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Financial Due Diligence & Transaction Accounting Expert Role Type: Contractor Location: Remote - US/Canada preferred; UK and Latin America also considered Pay: $60-120/hr. Paid per task Time commitment: 10+ hours/week required; 20+ preferred. Time per task: Approximately 3 hours, following approximately 15 hours of initial environment development. Estimates include agent execution time. Your tasks: Primarily review transaction-related financial analyses and AI-generated deliverables, and help develop task instructions and objective evaluation criteria. micro1 is engaging experienced financial due diligence and transaction accounting professionals to help build tasks that measure how effectively AI systems can perform complex transaction work. You’ll apply your transaction expertise to review realistic financial analyses, challenge assumptions, and identify material errors. Hands-on experience with agentic AI tools is required: you’ll work with agents to support analysis and independently verify the quality of their outputs. Scope of Work Review financial due diligence, quality-of-earnings, and carve-out financial analyses for accuracy, completeness, and supporting evidence. Identify unsupported adjustments, reconciliation issues, double counting, and inconsistent accounting treatment. Use agentic AI tools to support review and help develop realistic transaction materials, task instructions, and objective grading criteria. Required Qualifications 5+ years of professional experience, including substantive hands-on work in financial due diligence, transaction services, or carve-out financial analysis. Direct responsibility for preparing or reviewing transaction-related financial analyses and deliverables. Audit experience or a CPA alone is insufficient. Hands-on experience using agentic AI tools such as Claude Code, Cursor, Codex, or Claude Cowork for substantive work. General chatbot use alone is insufficient. Preferred Qualifications Experience at a Big Four firm or another leading transaction advisory practice. CPA qualification. Experience developing review standards, training junior professionals, or writing internal playbooks. Prior benchmark development or AI evaluation experience. Availability for 20+ hours per week. How the selection process works Apply and complete the screening questions. Complete the AI interview — this is how we showcase your expertise to the client. Profile review. Onboarding — our Talent Ops team will get you set up.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 60–120; currency not specified; hour.

Source restriction statements: Role Title: Management Consulting Expert Role Type: Contractor Location: Remote - US/Canada preferred; UK and Latin America also considered Pay: $60-120/hr. · Paid per task Time commitment: 10+ hours/week required; 20+ preferred. · Preferred Qualifications Experience at a top-tier management consulting firm.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Management Consulting Expert Role Type: Contractor Location: Remote - US/Canada preferred; UK and Latin America also considered Pay: $60-120/hr. Paid per task Time commitment: 10+ hours/week required; 20+ preferred. Time per task: Approximately 3 hours, following approximately 15 hours of initial environment development. Estimates include agent execution time. Your tasks: Build realistic consulting work environments and use AI agents to create analyses, client deliverables, task instructions, and objective evaluation criteria. micro1 is engaging experienced management consultants to help build tasks that measure how effectively AI systems can perform complex consulting work. You’ll turn real client engagements into realistic scenarios, supporting files, and deliverables. Hands-on experience with agentic AI tools is required: you’ll work with agents to develop the materials and independently verify their quality. Scope of Work Build realistic consulting environments containing client context, business data, reference documents, and stakeholder requirements. Design multi-step tasks involving business analysis, strategy, research synthesis, and executive recommendations. Use agentic AI tools to develop analyses, presentations, and supporting deliverables. Required Qualifications 5+ years of professional experience in management or strategy consulting. Direct ownership of substantial consulting workstreams, analyses, and client-facing deliverables. Hands-on experience using agentic AI tools such as Claude Code, Cursor, Codex, or Claude Cowork for substantive work. General chatbot use alone is insufficient. Preferred Qualifications Experience at a top-tier management consulting firm. Experience in commercial due diligence, transaction strategy, or corporate carve-outs. Experience developing review standards, training junior professionals, or writing internal playbooks. Prior benchmark development or AI evaluation experience. Availability for 20+ hours per week. How the selection process works Apply and complete the screening questions. Complete the AI interview — this is how we showcase your expertise to the client. Profile review. Onboarding — our Talent Ops team will get you set up.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 60–120; currency not specified; hour.

Source restriction statements: Role Title: Tamil Bilingual Expert Role Type: Contractor Location: Remote micro1 is engaging Tamil Bilingual Experts to contribute to an impactful language and AI training project for a valued customer. · Preferred Qualifications Native-level proficiency in Tamil, with strong command of both spoken and written language. · Background in voice specialization, linguistics, phonetics, music/audio engineering, or related fields is prefered.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Tamil Bilingual Expert Role Type: Contractor Location: Remote micro1 is engaging Tamil Bilingual Experts to contribute to an impactful language and AI training project for a valued customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Listen to audio clips in Tamil and evaluate the nativeness and fluency of the speaker or model output. Assess pronunciation, intonation, and linguistic authenticity according to established guidelines. Document your assessments with clear, concise written feedback in English, noting key linguistic factors. Provide detailed justifications for each evaluation to ensure clarity and consistency in results. Collaborate with project coordinators to clarify requirements or address ambiguities in language content. Contribute insights to help improve AI model performance in Tamil language understanding and generation. Ensure timely and accurate completion of assigned audio review tasks, maintaining high standards of quality. Preferred Qualifications Native-level proficiency in Tamil, with strong command of both spoken and written language. Minimum B2 level proficiency in English, especially for written and verbal communication. Background in voice specialization, linguistics, phonetics, music/audio engineering, or related fields is prefered. Experience with audio analysis, transcription, or linguistic assessment is highly valued. Strong attention to detail and ability to articulate nuanced language differences. Excellent written and verbal communication skills, with a focus on clarity and accuracy. Familiarity with media, communications, or teaching is considered an asset.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 30–65; currency not specified; hour.

Source restriction statements: Location: Remote, United States Contract type Contractor Project: AI image evaluation About the opportunity micro1 is looking for AI Photo Raters to support a customer project focused on evaluating AI-generated images. · In this role, you'll use your visual judgment to compare original photographs with AI-generated versions, identify inconsistencies, and provide detailed written feedback. · What you'll do - Upload original photographs for use in structured image evaluation tasks. · - Collaborate remotely with other contributors to address project goals and evaluation challenges. · Preferred qualifications - Experience or expertise in digital photography, image editing, graphic design, or related visual arts. · Contract details This is a remote contractor opportunity for candidates based in the United States.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Location: Remote, United States Contract type Contractor Project: AI image evaluation About the opportunity micro1 is looking for AI Photo Raters to support a customer project focused on evaluating AI-generated images. In this role, you'll use your visual judgment to compare original photographs with AI-generated versions, identify inconsistencies, and provide detailed written feedback. Your observations will help evaluate image quality and support the refinement of AI models. We're looking for people with a strong eye for detail and an understanding of photography, visual design, or image editing. Prior experience working with AI is not required. What you'll do - Upload original photographs for use in structured image evaluation tasks. - Compare real photographs with AI-generated images to identify visual differences, inconsistencies, and artifacts. - Evaluate details such as lighting, perspective, anatomy, textures, and rendering quality. - Document your findings through clear, specific written feedback that explains what looks incorrect and why. - Apply your knowledge of photography and image editing to assess visual accuracy and image quality. - Handle submitted images and project materials with appropriate privacy and confidentiality. - Collaborate remotely with other contributors to address project goals and evaluation challenges. Qualifications Required skills - Strong attention to visual detail and the ability to recognize subtle differences between images. - Clear written English communication skills, including the ability to explain visual observations accurately. - Critical thinking skills and the ability to provide constructive, evidence-based feedback. Preferred qualifications - Experience or expertise in digital photography, image editing, graphic design, or related visual arts. - Familiarity with image editing software such as Adobe Photoshop, Lightroom, or GIMP. - Experience with AI image generation tools, image comparison, or visual evaluation projects. - Ability to collaborate with others and communicate feedback constructively. Contract details This is a remote contractor opportunity for candidates based in the United States. The work involves submitting photographs, evaluating AI-generated images, and providing written feedback according to project requirements. About micro1 micro1 is a data lab that connects professionals with opportunities to apply their expertise to customer projects. We work with specialists across fields such as engineering, finance, healthcare, and law to support AI labs and enterprises. Through our extended network, contributors bring their knowledge and judgment to projects with their own scope, requirements, and engagement terms.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 21–35; currency not specified; hour.

Source restriction statements: Role Title: Marketing Specialist (Microsoft Office User) Role Type: Contractor Location: Remote micro1 is engaging Marketing Specialists (Microsoft Office Users) to contribute their skills to an exciting customer project focused on elevating marketing strategies and AI system development. · Preferred Qualifications Proven professional experience in marketing (e.g., content, digital, campaign, or marketing analytics).

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Marketing Specialist (Microsoft Office User) Role Type: Contractor Location: Remote micro1 is engaging Marketing Specialists (Microsoft Office Users) to contribute their skills to an exciting customer project focused on elevating marketing strategies and AI system development. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. Scope of Work Design realistic, multi-step marketing prompts that reflect true industry workflows, such as campaign planning, audience segmentation, content calendars, and performance reporting. Write, review, and refine marketing content used for AI training and model evaluation, ensuring accuracy, quality, and professional standards. Help build and score marketing analytics evaluations that test how well AI can assess campaign effectiveness. Use Microsoft 365 tools, including Copilot, to produce marketing deliverables and documentation. Analyze marketing data and turn findings into clear, actionable recommendations for both marketing performance and AI improvement. Preferred Qualifications Proven professional experience in marketing (e.g., content, digital, campaign, or marketing analytics). Advanced proficiency in Microsoft 365, with hands-on experience in Word, Excel, PowerPoint, Teams, and Copilot. Excellent written and verbal English communication, including the ability to explain marketing concepts to technical and non-technical audiences. Strong attention to detail and the ability to give clear, consistent feedback. Experience with AI training, data annotation, or evaluating AI-generated content. Experience with marketing analytics, reporting, or campaign measurement.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 25–40; currency not specified; hour.

Source restriction statements: Role Title: Legal Specialist (Microsoft Office User) Role Type: Contractor Location: Remote micro1 is engaging Legal Specialists (Microsoft Office Users), including attorneys, paralegals, in-house and outside counsel, compliance professionals, and other experienced legal practitioners, to contribute their expertise to an exciting customer project focused on advancing legal workflows and AI system development. · Preferred Qualifications Proven professional experience in a legal role (e.g., attorney, paralegal, legal counsel, contracts manager, compliance specialist, or legal operations), in practice areas such as corporate, litigation, intellectual property, employment, regulatory, or real estate. · Active bar admission, paralegal certification, or equivalent legal credentials (preferred, depending on role).

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Legal Specialist (Microsoft Office User) Role Type: Contractor Location: Remote micro1 is engaging Legal Specialists (Microsoft Office Users), including attorneys, paralegals, in-house and outside counsel, compliance professionals, and other experienced legal practitioners, to contribute their expertise to an exciting customer project focused on advancing legal workflows and AI system development. In this role, you’ll apply your legal knowledge to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. Scope of Work Design realistic, multi-step legal prompts that reflect true industry workflows, such as contract review and drafting, legal research, case analysis, discovery support, regulatory compliance assessments, and client advisory memos. Write, review, and refine legal content used for AI training and model evaluation, ensuring accuracy, sound legal reasoning, and professional standards. Help build and score legal evaluations that test how well AI can analyze statutes, case law, contracts, and fact patterns, and identify issues, risks, and appropriate conclusions. Use Microsoft 365 tools, including Copilot, to produce legal deliverables and documentation such as memos, briefs, redlines, summaries, and trackers. Analyze legal materials and AI outputs, and turn findings into clear, actionable recommendations for both legal work product quality and AI improvement. Preferred Qualifications Proven professional experience in a legal role (e.g., attorney, paralegal, legal counsel, contracts manager, compliance specialist, or legal operations), in practice areas such as corporate, litigation, intellectual property, employment, regulatory, or real estate. Active bar admission, paralegal certification, or equivalent legal credentials (preferred, depending on role). Advanced proficiency in Microsoft 365, with hands-on experience in Word (including track changes and comparison tools), Excel, PowerPoint, Teams, and Copilot. Excellent written and verbal English communication, including the ability to explain legal concepts clearly to both legal and non-legal audiences. Strong attention to detail, analytical rigor, and the ability to give clear, consistent feedback. Experience with AI training, data annotation, or evaluating AI-generated content.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 25–40; currency not specified; hour.

Source restriction statements: Role Title: Naval Subject Matter Expert (Cleared) Role Type: Contractor Location: on-site, Arlington, VA or DC-area, US. · Preferred Qualifications Minimum 10 years of experience in U.S. · Active TS/SCI clearance strongly preferred; at minimum, Secret clearance held within the last 24 months and eligibility for TS/SCI reinstatement. · Master’s degree in a relevant field, such as national security, defense studies, or engineering, is desirable.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Naval Subject Matter Expert (Cleared) Role Type: Contractor Location: on-site, Arlington, VA or DC-area, US. micro1 is engaging Naval Subject Matter Expert (Cleared) professionals to contribute critical naval and maritime expertise to a customer’s high-impact project shaping Navy decision-making at the Pentagon. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. You'll leverage operational, programmatic, or intelligence backgrounds to deliver nuanced analysis, actionable recommendations, and clear written or verbal briefings in a secure environment. Scope of Work Develop and deliver expert analysis on naval operations, platforms, and doctrine based on direct fleet, program, or intelligence experience. Assess and synthesize classified and unclassified operational or program data to create recommendations supporting Navy planning and requirements. Draft concise, actionable written assessments and prepare high-level briefings for senior military and civilian leadership audiences. Coordinate across Navy, DoD, Intelligence Community, and industry stakeholders to gather insights and ensure alignment with mission goals. Interpret and communicate recent developments in naval capabilities and maritime security relevant to the customer's objectives. Safeguard and handle classified materials (TS/SCI level) in accordance with project and facility protocols. Preferred Qualifications Minimum 10 years of experience in U.S. Navy, MARAD/DOT, or comparable maritime/defense roles; O-4/O-5, GS-13/14-equivalent, or proven subject-matter authority. Active TS/SCI clearance strongly preferred; at minimum, Secret clearance held within the last 24 months and eligibility for TS/SCI reinstatement. Demonstrated skill briefing and writing for executive or flag-level leadership within defense or government contexts. Familiarity with Pentagon processes, OPNAV, NAVSEA, or PEO environments, and cross-stakeholder coordination. Track record of analytical judgment in classified or high-stakes project environments. Background in intelligence analysis or experience within the Intelligence Community considered a strong asset. Master’s degree in a relevant field, such as national security, defense studies, or engineering, is desirable.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 50–100; currency not specified; hour.

Source restriction statements: Role Title: Military Writing Specialist Role Type: Contractor Location: Remote (US Only) micro1 is engaging Military Writing Specialists to support a unique project, leveraging expertise in military writing and reporting. · Preferred Qualifications Former U.S. · Comfortable collaborating remotely and sharing insights on nuanced, highly procedural reporting tasks.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Military Writing Specialist Role Type: Contractor Location: Remote (US Only) micro1 is engaging Military Writing Specialists to support a unique project, leveraging expertise in military writing and reporting. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Contributors will use their background in Department of War (Department of Defense) documentation to generate, review, and evaluate a wide range of reports, summaries, and status updates reflective of authentic military processes. Your input will help develop benchmarks and grading guidelines that will teach AI to understand and replicate effective, compliant government communication. Scope of Work Create realistic military and federal status reports, summaries, and executive updates based on prompts and supplied artifacts. Develop “golden responses” that demonstrate high-quality, standards-aligned reporting for use in AI model training. Draft grading rubrics and guidelines that reflect best practices in federal and military writing assessment. Evaluate AI-generated reports, providing detailed feedback in both written and verbal form. Share context on stylistic differences and individual approaches to common military documents (e.g., WARs, SITREPs, AARs, executive summaries). Produce supporting documents such as decision briefs, memoranda, and action officer updates when required. Collaborate with other subject matter experts to ensure diversity of reporting styles and adherence to branch-specific terminology. Preferred Qualifications Former U.S. Department of War (Department of Defense) professional with at least 3 years of relevant experience. Experience producing templated and standard reports such as Weekly Activity Reports (WARs), Situation Reports (SITREPs), After-Action Reviews, or similar artifacts. Expertise spanning two or more branches of the U.S. military is a plus; a diverse background across roles is highly valued. Proven proficiency in written and verbal communication, particularly in conveying technical or operational subject matter. Demonstrated ability to craft, grade, and review back office documents, PowerPoints, memos, and spreadsheets for military or federal purposes. US-based contributor with broad familiarity with federal documentation standards and compliance best practices. Comfortable collaborating remotely and sharing insights on nuanced, highly procedural reporting tasks.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 40–80; currency not specified; hour.

Source restriction statements: Role Title: Federal Staff Reporting Analyst Role Type: Contractor Location: Remote (US Only) micro1 is engaging Federal Staff Reporting Analyst Experts to contribute to a dynamic project. · Preferred Qualifications Prior experience as a federal professional in the US Department of War/Defense, with a minimum of 3 years engaged in federal reporting or staff writing functions. · Based in the United States with a proven track record of confidential and compliant report handling in a federal or military context.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Federal Staff Reporting Analyst Role Type: Contractor Location: Remote (US Only) micro1 is engaging Federal Staff Reporting Analyst Experts to contribute to a dynamic project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Create, review, and refine authentic federal reporting artifacts such as Weekly Action Reports (WARs), Situation Reports (SITREPs), after-action summaries, and executive briefings, based on provided prompts and documentation. Develop high-quality, clear written responses and summaries that reflect the nuanced styles and standards of federal and military reporting practices. Evaluate and grade sample project submissions, utilizing detailed grading guidelines to assess clarity, accuracy, compliance, and adherence to reporting conventions. Contribute input artifacts and golden reference responses for a variety of status, activity, and compliance report types often used across federal agencies and military branches. Support the creation of guidelines, criteria, and evaluative rubrics for training AI models in federal report generation and staff writing. Consult on task design and requirements, lending insights from specialized reporting experience to improve project outputs. Participate in feedback cycles to ensure deliverables consistently meet evolving project and client standards. Preferred Qualifications Prior experience as a federal professional in the US Department of War/Defense, with a minimum of 3 years engaged in federal reporting or staff writing functions. Demonstrated expertise producing templated reports, such as WARs, MARs, SITREPs, after-action reports, executive summaries, and similar documents. Background with one or more branches of the US military; a diverse range of experiences across branches and positions is especially valued. Exceptional written and verbal communication skills, with a strong attention to clarity, tone, and compliance with federal style guides. Experience using Microsoft Office suite (PowerPoint, Excel, Word) in producing official reports, memos, and presentations. Ability to articulate reporting methodology and provide feedback for training and assessment purposes. Based in the United States with a proven track record of confidential and compliant report handling in a federal or military context.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 40–80; currency not specified; hour.

Source restriction statements: Role Title: Senior DoD Staff Writing SME Role Type: Contractor Location: Remote (US Only) micro1 is engaging Senior DoD Staff Writing SMEs to contribute expert knowledge and writing skills to a pivotal customer project. · Preferred Qualifications Former federal contributor for the U.S. · military, with diversity of experience across different roles and units preferred.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Senior DoD Staff Writing SME Role Type: Contractor Location: Remote (US Only) micro1 is engaging Senior DoD Staff Writing SMEs to contribute expert knowledge and writing skills to a pivotal customer project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Develop and provide well-structured prompts, input artifacts, and golden responses for diverse Department of Defense (DoD) staff writing tasks such as WARs, SITREPs, executive summaries, and performance reports. Create grading guidelines to evaluate and score AI-generated outputs, ensuring alignment with DoD standards and expectations for accuracy, tone, and compliance. Produce authentic report artifacts reflecting the style, structure, and language used in real-world DoD documentation across a range of operational and administrative scenarios. Contribute to the design and review of test materials that evaluate AI capabilities in summarizing and reporting tasks typically performed by federal personnel. Engage in feedback cycles to refine prompts, responses, and grading rubrics based on project needs and model performance. Leverage back-office and communication experience to simulate weekly, monthly, and ad hoc reporting formats familiar to federal organizations. Preferred Qualifications Former federal contributor for the U.S. Department of War (Department of Defense), with at least 3 years of relevant experience. Experience producing key reporting artifacts such as Weekly Activity Reports (WARs), Situation Reports (SITREPs), executive summaries, and similar standard formats. Background in one of the six branches of the U.S. military, with diversity of experience across different roles and units preferred. Demonstrated excellence in written and verbal communication, with clear attention to detail and audience-appropriate language. Familiarity with back-office tools and processes, including the production and formatting of PowerPoint briefings, memos, Excel summaries, and related documentation. Strong analytical skills for evaluating and providing constructive feedback on AI-generated staff writing outputs. US-based with an understanding of federal compliance, reporting requirements, and DoD-specific terminology and workflows.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 40–80; currency not specified; hour.

Source restriction statements: Role Title: Military Operations & Reporting SME Role Type: Contractor Location: Remote micro1 is engaging Military Operations & Reporting SMEs to collaborate on a customer's project, leveraging deep subject matter expertise in military operations, staff processes, and recurring reporting. · Preferred Qualifications 3+ years of experience within the U.S.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Military Operations & Reporting SME Role Type: Contractor Location: Remote micro1 is engaging Military Operations & Reporting SMEs to collaborate on a customer's project, leveraging deep subject matter expertise in military operations, staff processes, and recurring reporting. In this role, you'll apply your real-world DoD experience to help train next-generation AI systems. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Review and evaluate military and DoD reporting content for accuracy, clarity, and alignment with real-world procedures. Apply firsthand experience gathering information from multiple teams or staff sections and turning it into reports and executive updates for senior leadership. Provide high-quality written feedback on AI-generated reporting materials. Assess AI outputs for appropriate military terminology, reporting standards, and information synthesis. Develop and refine realistic reporting examples and scenarios for AI training. Preferred Qualifications 3+ years of experience within the U.S. Department of Defense as a uniformed service member, DoD civilian, or both. Experience personally preparing recurring reports or executive updates for senior military or DoD leadership. Experience with reports such as Weekly Activity Reports (WARs), Project/Program Status Reports, Performance/Accomplishment Reports, After-Action Reports (AARs), or Budget Execution Reports. Background in military operations, plans, headquarters/command staff, program management, executive support, or resource management. Strong written communication skills and experience synthesizing inputs from multiple teams into clear, concise reporting. Experience as an Operations Officer/NCO, Plans Officer, Action Officer, Staff Officer, Executive Officer, or similar headquarters role is a plus.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 40–80; currency not specified; hour.

Source restriction statements: Role Title: Military Operations & IHL Expert Role Type: Contractor Location: Remote micro1 is engaging Military Operations & IHL Experts to contribute to a prominent defense-policy and humanitarian-law project. · You will leverage your deep understanding of warfighting, weapons targeting, defense operations, and international humanitarian law to support the development of frameworks that responsibly evaluate military and humanitarian scenarios. · Establish clear boundaries for prohibited assistance under international humanitarian law, providing structured input for AI training and evaluation. · Preferred Qualifications 5+ years of relevant military, defense analysis, or IHL experience; ideally 8–20 years for senior contributors. · Advanced degree (e.g., MA, LLM, PhD) or equivalent operational experience in military science, security studies, international law, or related fields.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Military Operations & IHL Expert Role Type: Contractor Location: Remote micro1 is engaging Military Operations & IHL Experts to contribute to a prominent defense-policy and humanitarian-law project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. You will leverage your deep understanding of warfighting, weapons targeting, defense operations, and international humanitarian law to support the development of frameworks that responsibly evaluate military and humanitarian scenarios. This is a unique opportunity to influence technology at the intersection of operational expertise and conflict ethics while working alongside other experts at the forefront of these domains. Scope of Work Develop comprehensive taxonomies for military-use and defense operations within diverse conflict contexts. Create dual-use triage frameworks that help distinguish between military and civilian applications of technology and knowledge. Establish clear boundaries for prohibited assistance under international humanitarian law, providing structured input for AI training and evaluation. Design conflict-risk rubrics and scenario-based evaluation tools to assess operational and ethical implications of defense activities. Evaluate and refine policy-relevant benchmarks to ensure responsible testing of AI models in defense and humanitarian contexts. Contribute written and verbal analyses articulating complex warfighting, targeting, and IHL concepts for interdisciplinary audiences. Preferred Qualifications 5+ years of relevant military, defense analysis, or IHL experience; ideally 8–20 years for senior contributors. Advanced degree (e.g., MA, LLM, PhD) or equivalent operational experience in military science, security studies, international law, or related fields. High credibility and established track record in warfighting, operational planning, targeting law, or humanitarian law application. Expertise in interpreting and applying conflict ethics, IHL, and defense policy frameworks in real-world scenarios. Exceptional written and verbal communication skills, with the ability to convey technical and ethical concepts clearly and concisely. Experience in research, policy analysis, or advisory roles within military, governmental, legal, or think-tank environments. Prior involvement with conflict analysis, war-crimes investigation, or weapons-policy development is a strong plus.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 50–90; currency not specified; hour.

Source restriction statements: Role Title: AI Jailbreak & Prompt-Injection Security Expert Role Type: Contractor Location: Remote micro1 is engaging AI Jailbreak & Prompt-Injection Security Experts to contribute to a cutting-edge customer initiative focused on AI safety and robustness. · Preferred Qualifications 2+ years of expertise in adversarial machine learning, LLM red teaming, AI safety evaluation, or a closely related security domain Proven experience researching, testing, or uncovering vulnerabilities related to ethical jailbreaks, prompt injection, tool-use abuse, or adversarial AI attacks.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: AI Jailbreak & Prompt-Injection Security Expert Role Type: Contractor Location: Remote micro1 is engaging AI Jailbreak & Prompt-Injection Security Experts to contribute to a cutting-edge customer initiative focused on AI safety and robustness. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Design and implement advanced methodologies for evaluating AI system safety, focusing on ethical jailbreaks, LLM red teaming, prompt injection, and tool-use abuse scenarios. Create comprehensive cross-domain elicitation strategies to uncover multi-turn and complex adversarial bypass patterns in AI models. Develop, maintain, and update regression test suites that systematically test for jailbreak susceptibility and prompt-injection vulnerabilities. Construct robust evaluation frameworks that stress-test AI models against real-world adversarial threats, aiming to enhance overall system robustness. Collaborate with technical stakeholders to translate security findings into actionable improvements for model safety and risk mitigation. Document methodologies, findings, and best practices in clear, well-structured written reports and presentations for both technical and non-technical audiences. Preferred Qualifications 2+ years of expertise in adversarial machine learning, LLM red teaming, AI safety evaluation, or a closely related security domain Proven experience researching, testing, or uncovering vulnerabilities related to ethical jailbreaks, prompt injection, tool-use abuse, or adversarial AI attacks. Advanced degree (PhD, MS) in computer science, cybersecurity, machine learning, or a relevant discipline, or equivalent operational/professional background. High credibility and recognition within the AI security or adversarial ML community—such as published research, open-source tools, or conference presentations. Exceptional written and verbal communication skills, with a strong focus on clear documentation and collaborative problem-solving. Prior participation in multi-disciplinary projects or cross-functional AI safety initiatives is a plus. Familiarity with current LLM architectures, prompt engineering techniques, and security assessment tools is highly desirable.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 50–90; currency not specified; hour.

Source restriction statements: Role Title: Nuclear & Radiological Security Expert Role Type: Contractor Location: Remote micro1 is engaging Nuclear & Radiological Security Experts to support a customer’s initiative focused on defining standards for nuclear-safety evaluations, information abstraction, and escalation protocols. · Collaborate with multidisciplinary stakeholders to ensure safety standards protect national and global security interests while enabling legitimate scientific progress. · Preferred Qualifications 5+ years of relevant experience in nuclear physics, radiological safety, nonproliferation, or nuclear safeguards (ideally 8–20 years for senior contributors). · Proven background with government agencies, national laboratories, regulatory bodies, or academic research in nuclear security or policy. · Thorough understanding of nonproliferation frameworks, international safeguards, and weapons-relevant controls.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Nuclear & Radiological Security Expert Role Type: Contractor Location: Remote micro1 is engaging Nuclear & Radiological Security Experts to support a customer’s initiative focused on defining standards for nuclear-safety evaluations, information abstraction, and escalation protocols. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Define evaluation scope and standards for nuclear and radiological safety, nonproliferation, and security. Develop frameworks for safe abstraction of sensitive or classified information in technical contexts. Establish robust escalation thresholds and protocols for handling nuclear security risks in research and operational scenarios. Contribute expert guidance on benchmarking nuclear and radiological risk assessments, ensuring effective nonproliferation safeguards. Review, refine, and validate technical guidelines for nuclear/radiological safety in support of advanced-model training. Collaborate with multidisciplinary stakeholders to ensure safety standards protect national and global security interests while enabling legitimate scientific progress. Document best practices and decision rationales for information security and compliance in nuclear domains. Preferred Qualifications 5+ years of relevant experience in nuclear physics, radiological safety, nonproliferation, or nuclear safeguards (ideally 8–20 years for senior contributors). Advanced degree, professional certification, or equivalent operational experience in nuclear or radiological domains. Proven background with government agencies, national laboratories, regulatory bodies, or academic research in nuclear security or policy. Thorough understanding of nonproliferation frameworks, international safeguards, and weapons-relevant controls. High credibility and recognition in nuclear or radiological safety communities. Exceptional written and verbal communication skills, with the ability to translate complex technical topics for diverse audiences. Experience contributing to or overseeing security evaluations, compliance protocols, or risk assessments within sensitive technical environments.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 50–90; currency not specified; hour.

Source restriction statements: Role Title: Photographer Role Type: Contractor Location: Remote About the Role micro1 is looking for professional senior photographers to help train AI systems by providing high-quality images and photography expertise. · Add specific daily responsibilitiesUse stronger action verbs throughout Preferred Qualifications +5 years of experience in professional photography experience in areas such as portraits, landscapes, commercial, or editorial photography. · Experience working remotely.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Photographer Role Type: Contractor Location: Remote About the Role micro1 is looking for professional senior photographers to help train AI systems by providing high-quality images and photography expertise. No AI experience is required. Responsibilities Provide accurate descriptions, labels, and contextual information to support AI training. Analyze and explain visual content to help AI systems better understand and interpret data. Collaborate with project coordinators to align deliverables with AI training requirements. Organize, review, and submit high-quality data according to project guidelines and deadlines. Add specific daily responsibilitiesUse stronger action verbs throughout Preferred Qualifications +5 years of experience in professional photography experience in areas such as portraits, landscapes, commercial, or editorial photography. Experience using cameras and editing software such as Adobe Photoshop or Lightroom. A strong portfolio showcasing high-quality, consistent work. Good written and verbal communication skills. Ability to follow instructions, incorporate feedback, and meet deadlines. Experience working remotely. Experience writing image descriptions, captions, or metadata is a plus.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 55–105; currency not specified; hour.

Source restriction statements: Role Title: Consumer Product Safety Attorney Role Type: Contractor Location: Remote micro1 is engaging Consumer Product Safety Attorney to participate in a unique project supporting a customer’s regulatory initiatives. · Preferred Qualifications Juris Doctor (JD) or equivalent legal degree with a focus on product safety, consumer protection, or regulatory compliance. · Significant experience advising on compliance with federal, state, and international product safety regulations (e.g., CPSC, EU directives, FDA, etc.).

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Consumer Product Safety Attorney Role Type: Contractor Location: Remote micro1 is engaging Consumer Product Safety Attorney to participate in a unique project supporting a customer’s regulatory initiatives. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Review and analyze product safety laws, regulations, and standards across multiple jurisdictions. Draft, edit, and evaluate a variety of regulatory compliance documentation and legal texts. Provide detailed written feedback on product safety case studies, compliance scenarios, and regulatory frameworks. Assess product compliance strategies and recommend improvements or mitigation actions based on legal best practices. Translate complex regulatory language into clear, practical guidance for AI training purposes. Identify potential risks or gaps in compliance materials and explain their legal implications. Contribute to the development of structured content for AI model evaluation and training datasets. Preferred Qualifications Juris Doctor (JD) or equivalent legal degree with a focus on product safety, consumer protection, or regulatory compliance. Significant experience advising on compliance with federal, state, and international product safety regulations (e.g., CPSC, EU directives, FDA, etc.). Demonstrated ability to interpret, distill, and communicate complex legal concepts in both written and verbal formats. Strong attention to detail, analytical skills, and critical thinking applied to real-world regulatory issues. Proven expertise in drafting and reviewing technical documents, compliance policies, or legal opinions related to product safety. Experience working with cross-functional teams and adapting to diverse project needs is a plus. Interest in contributing to innovative technology initiatives and a willingness to engage with emerging AI applications.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 140–400; currency not specified; hour.

Source restriction statements: Role Title: Gaming/Gambling Regulatory Attorney Role Type: Contractor Location: Remote micro1 is engaging Gaming/Gambling Regulatory Attorneys to contribute to a customer's project focused on elevating the legal and regulatory capabilities of next-generation AI solutions in the gaming and gambling sector. · Preferred Qualifications Juris Doctor (JD) or equivalent legal qualification with a valid license to practice law. · Familiarity with international gaming regulations and cross-border legal considerations.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Gaming/Gambling Regulatory Attorney Role Type: Contractor Location: Remote micro1 is engaging Gaming/Gambling Regulatory Attorneys to contribute to a customer's project focused on elevating the legal and regulatory capabilities of next-generation AI solutions in the gaming and gambling sector. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Analyze, interpret, and summarize complex gaming and gambling statutes, regulations, and compliance requirements from multiple jurisdictions. Draft concise, insightful explanations of legal principles, procedures, and case law relevant to the gaming industry. Provide detailed written feedback on hypothetical legal queries and simulated case assessments involving online and land-based gaming operations. Evaluate and annotate documents, agreements, and policies for regulatory compliance and best practices in gaming and gambling law. Review and refine AI-generated content to ensure legal accuracy and practical application in real-world contexts. Identify emerging trends and potential legal risks in the gaming and gambling landscape, offering expert commentary. Preferred Qualifications Juris Doctor (JD) or equivalent legal qualification with a valid license to practice law. Extensive experience in gaming, gambling, or betting law, including regulatory frameworks, licensing, and compliance matters. Demonstrated ability to clearly articulate complex legal issues in both written and verbal forms. Familiarity with international gaming regulations and cross-border legal considerations. Strong analytical and research skills, with a track record of delivering high-quality legal analysis. Prior consulting or advisory experience within the gaming or technology sectors is advantageous. Enthusiasm for leveraging legal expertise to advance innovation in technology-driven projects.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 140–400; currency not specified; hour.

Source restriction statements: Role Title: Senior Flight Operations Expert Role Type: Contractor Location: Global-Remote Job Type: Contractor (~10 hours per week) Schedule: Flexible-you choose the hours and days you work, including weekends if desired micro1 is engaging Senior Flight Operations Experts to participate in a specialized project supporting a global aviation client. · Collaborate remotely with project coordinators, providing timely feedback and professional insights on submitted documentation. · Preferred Qualifications Active or recently held Airline Transport Pilot License (ATPL) or Commercial Pilot License with 5+ years of operational experience as a pilot or dispatcher. · Comfort working independently in a fully remote and flexible project environment.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Senior Flight Operations Expert Role Type: Contractor Location: Global-Remote Job Type: Contractor (~10 hours per week) Schedule: Flexible-you choose the hours and days you work, including weekends if desired micro1 is engaging Senior Flight Operations Experts to participate in a specialized project supporting a global aviation client. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Conduct detailed reviews of real flight operations documentation, including instrument approach plates, flight plans, NOTAMs, weather packages, and operational manuals. Perform comprehensive procedure briefings or identify operational issues, providing clear rationale as a captain or dispatcher would. Assess flight planning materials for accuracy, clarity, and regulatory compliance in accordance with Part 121, Part 135, and ICAO standards. Identify and explain potential hazards or ambiguities in approach procedures, operational documentation, or regulatory references. Deliver concise written and verbal briefings to support project training objectives and clarify operational scenarios. Collaborate remotely with project coordinators, providing timely feedback and professional insights on submitted documentation. Preferred Qualifications Active or recently held Airline Transport Pilot License (ATPL) or Commercial Pilot License with 5+ years of operational experience as a pilot or dispatcher. Demonstrated expertise in briefing instrument approaches and interpreting operational documentation. Thorough understanding of regulatory operations compliance, including Part 121, Part 135, and ICAO requirements. Strong analytical and critical thinking skills to assess and articulate operational risks and solutions. Exceptional written and verbal communication skills, with a keen attention to detail in documentation review and briefing delivery. Prior experience with airline or corporate flight operations, either as a pilot or dispatcher, is highly valued. Comfort working independently in a fully remote and flexible project environment.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 20–60; currency not specified; hour.

Source restriction statements: Role Title: Senior Technical Documentation, Parts and Annotation Specialist Role Type: Contractor Location: Remote micro1 is engaging Senior Technical Documentation, Parts and Annotation Specialists to contribute their deep domain expertise to a customer's innovative project. · Collaborate remotely with project coordinators, submitting deliverables through digital platforms within agreed project timelines. · Preferred Qualifications Minimum 5 years of experience in one or more of the following domains: mechanical technical writing, industrial parts/application analysis, production pattern planning, or computer vision annotation quality assurance. · Familiarity with digital collaboration platforms and remote project participation is a plus.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Senior Technical Documentation, Parts and Annotation Specialist Role Type: Contractor Location: Remote micro1 is engaging Senior Technical Documentation, Parts and Annotation Specialists to contribute their deep domain expertise to a customer's innovative project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Transform engineering drawings and bills of materials (BOMs) into precise, dependency-correct assembly procedures suitable for technical manuals. Identify, verify, and document industrial replacement parts and components based on photos, nameplates, and manufacturer or distributor catalogs, ensuring accurate fitment and application details. Interpret production patterns, markers, and cutting-room plans for apparel or industrial fabrication, verifying layout efficiency and technical correctness. Conduct quality assurance reviews on annotated image batches, adjudicating label accuracy against established project ontologies and annotation guidelines. Produce clear, defensible rationales for decisions and recommendations, capturing expert thought processes for model training purposes. Review and refine real-world documents, photos, patterns, or annotation data, delivering outputs at the standard expected from a senior practitioner in your field. Collaborate remotely with project coordinators, submitting deliverables through digital platforms within agreed project timelines. Preferred Qualifications Minimum 5 years of experience in one or more of the following domains: mechanical technical writing, industrial parts/application analysis, production pattern planning, or computer vision annotation quality assurance. Exceptional proficiency with interpreting engineering drawings, BOMs, and technical documentation, or demonstrated expertise with parts identification and catalog research. Strong analytical, visual, and spatial reasoning abilities, particularly in pattern interpretation or assembly process documentation. Proven track record of producing clear, structured, and accurate records, reports, or manuals to industry standards. Experience adjudicating or reviewing work within complex ontologies or quality control environments. Comfort working autonomously and communicating reasoning in written form for project documentation purposes. Familiarity with digital collaboration platforms and remote project participation is a plus.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 20–60; currency not specified; hour.

Source restriction statements: Role Title: Senior Industrial Trades and Maintenance Expert Role Type: Contractor Location: Global-Remote Job Type: Contractor (~10 hours per week) Schedule: Flexible-you choose the hours and days you work, including weekends if desired micro1 is engaging Senior Industrial Trades and Maintenance Experts to contribute insights and technical expertise to a customer’s specialized project. · Collaborate remotely with project coordinators, submitting expert assessments within established timelines for each document review assignment. · Preferred Qualifications Minimum 7 years of professional experience in industrial trades (e.g., millwright, mechanical installation, textiles, specialty trades, pest control, lighting design), with journeyman or licensure status strongly preferred. · Comfort working independently and remotely, managing deliverables with minimal oversight.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Senior Industrial Trades and Maintenance Expert Role Type: Contractor Location: Global-Remote Job Type: Contractor (~10 hours per week) Schedule: Flexible-you choose the hours and days you work, including weekends if desired micro1 is engaging Senior Industrial Trades and Maintenance Experts to contribute insights and technical expertise to a customer’s specialized project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Review and interpret mechanical installation drawings, millwright documentation, and specialty trade plans for accuracy and clarity. Analyze and provide expert commentary on field diagrams, inspection sketches, and site layout documentation. Examine pest control layouts, textile production schematics, and stage lighting plots to ensure alignment with industry standards and best practices. Answer trade-specific questions derived from real project documents, offering step-by-step reasoning and technical justifications. Deliver structured, well-written responses with clear explanations, suitable for both technical and non-technical audiences. Collaborate remotely with project coordinators, submitting expert assessments within established timelines for each document review assignment. Contribute ongoing insights to improve the accuracy and applicability of modeled processes based on your practical experience. Preferred Qualifications Minimum 7 years of professional experience in industrial trades (e.g., millwright, mechanical installation, textiles, specialty trades, pest control, lighting design), with journeyman or licensure status strongly preferred. Demonstrated ability to interpret and critique a variety of technical documents, plans, and schematics relevant to your trade specialty. Exceptional written and verbal communication skills, with an emphasis on clarity, detail, and instructive reasoning. Advanced problem-solving abilities and a track record of providing expert guidance to peers or juniors in trade contexts. Comfort working independently and remotely, managing deliverables with minimal oversight. Familiarity with digital collaboration tools and document-sharing platforms. Experience reviewing or developing training or reference materials for trades practitioners (nice-to-have).

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 20–60; currency not specified; hour.

Source restriction statements: Role Title: Senior Advanced NDT and Imaging Specialist Role Type: Contractor Location: Global-Remote Job Type: Contractor (~10 hours per week) Schedule: Flexible-you choose the hours and days you work, including weekends if desired micro1 is engaging Senior Advanced NDT and Imaging Specialists to participate in a customer's advanced inspection and data interpretation project. · Preferred Qualifications 7+ years of advanced experience in NDT, with Level II or Level III certifications in industrial CT, X-ray, ultrasonic, shearography, or fiber optic inspection. · Strong written and verbal communication skills for documenting findings and collaborating remotely. · Familiarity with digital platforms or remote collaboration tools a plus.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Senior Advanced NDT and Imaging Specialist Role Type: Contractor Location: Global-Remote Job Type: Contractor (~10 hours per week) Schedule: Flexible-you choose the hours and days you work, including weekends if desired micro1 is engaging Senior Advanced NDT and Imaging Specialists to participate in a customer's advanced inspection and data interpretation project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Review and interpret diverse NDT data sets, including industrial CT volumes, X-ray images, ultrasonic scans, shearography data, and fiber optic inspection records. Provide detailed written assessments and dispositions for inspection records, explaining findings and the rationale behind each decision. Deliver feedback on imaging quality, detection limits, and potential false positives or negatives in complex inspection scenarios. Apply standards knowledge (ASNT, NAS 410, EN 4179) to ensure evaluations align with industry best practices and regulatory compliance. Document expert recommendations and insights to support annotation, labeling, and model development tasks. Collaborate asynchronously through clear written and verbal communications to refine project deliverables and address technical queries. Preferred Qualifications 7+ years of advanced experience in NDT, with Level II or Level III certifications in industrial CT, X-ray, ultrasonic, shearography, or fiber optic inspection. Proven track record interpreting real-world inspection data in industries such as aerospace, nuclear, automotive, battery, composites, or tire manufacturing. ASNT, NAS 410, or EN 4179 certification (required). Expertise in specialist imaging modalities, including EPRI-qualified nuclear UT analysis, composite and battery inspection, or tire NDT. Strong written and verbal communication skills for documenting findings and collaborating remotely. Attention to detail and a methodical approach to technical evaluations and reporting. Familiarity with digital platforms or remote collaboration tools a plus.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 20–60; currency not specified; hour.

Source restriction statements: Role Title: Senior Cargo Condition and Securing Surveyor Role Type: Contractor Location: Global-Remote Job Type: Contractor (~10 hours per week) Schedule: Flexible-you choose the hours and days you work, including weekends if desired micro1 is engaging Senior Cargo Condition and Securing Surveyors to contribute expert analysis and insight to a customer's logistics-focused project. · Perform remote assessments of container integrity, cargo securing methods, and lashing arrangements using photographic and written shipment records. · Preferred Qualifications At least 7 years of experience as a cargo surveyor specializing in reefer and temperature-controlled shipments, containerized cargo, or cargo securing and lashing practices. · Familiarity with international transportation compliance standards and best practices for cargo condition and securing. · Previous consulting or remote project participation experience is a plus, though not required.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Senior Cargo Condition and Securing Surveyor Role Type: Contractor Location: Global-Remote Job Type: Contractor (~10 hours per week) Schedule: Flexible-you choose the hours and days you work, including weekends if desired micro1 is engaging Senior Cargo Condition and Securing Surveyors to contribute expert analysis and insight to a customer's logistics-focused project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Evaluate refrigerated and temperature-controlled cargo documentation, such as reefer temperature logs and condition records, to assess compliance and identify potential issues. Analyze finished-vehicle and food transport evidence, including damage reports and compliance documents, to determine condition, causation, and potential losses. Perform remote assessments of container integrity, cargo securing methods, and lashing arrangements using photographic and written shipment records. Review hatch-cover inspection reports and related marine cargo documentation to assess sealing, weatherproofing, and compliance with safety standards. Write clear, professional surveyor findings and damage attributions, providing detailed reasoning for each conclusion as would be required in a signed surveyor's report. Deliver structured, written feedback to support the training and evaluation of advanced AI models focused on cargo logistics and compliance. Preferred Qualifications At least 7 years of experience as a cargo surveyor specializing in reefer and temperature-controlled shipments, containerized cargo, or cargo securing and lashing practices. Demonstrated expertise in reviewing and interpreting photos, inspection logs, damage reports, and compliance documentation for marine or land-based logistics. Background in one or more of the following: reefer and perishables surveying, container and securing surveying, marine hatch-cover inspection, finished-vehicle logistics inspection, or food transport auditing. Strong analytical judgment and a meticulous approach to documentation review and report writing. Excellent written and verbal communication skills, with the ability to provide clear, well-reasoned explanations for technical findings. Familiarity with international transportation compliance standards and best practices for cargo condition and securing. Previous consulting or remote project participation experience is a plus, though not required.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 20–60; currency not specified; hour.

Source restriction statements: Role Title: Senior Specialty Inspection Expert, Crop, Auction and Rental Role Type: Contractor Location: Global-Remote Job Type: Contractor (~10 hours per week) Schedule: Flexible-you choose the hours and days you work, including weekends if desired micro1 is engaging Senior Specialty Inspection Experts, Crop, Auction and Rentals to support a customer's project in specialized inspection domains. · Collaborate remotely with project coordinators to clarify requirements and address project-specific needs. · Preferred Qualifications Minimum of 5 years’ professional experience in crop insurance adjusting, auction grading, or rental/lease return inspection. · Comfort with remote work environments and digital platforms for document review and communication.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Senior Specialty Inspection Expert, Crop, Auction and Rental Role Type: Contractor Location: Global-Remote Job Type: Contractor (~10 hours per week) Schedule: Flexible-you choose the hours and days you work, including weekends if desired micro1 is engaging Senior Specialty Inspection Experts, Crop, Auction and Rentals to support a customer's project in specialized inspection domains. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is designed for established professionals with deep inspection experience in crop condition and loss assessment, auction and pre-sale grading, and rental or lease return evaluations. You will analyze authentic inspection records, field or aerial photos, and documented imagery, producing assessments that reflect current industry best practices. Communication excellence, both written and verbal, is essential, as your insights will drive accurate training data for advanced technology platforms. Scope of Work Review field and aerial imagery, as well as inspection records, to assess crop conditions and determine loss in line with insurance protocols. Evaluate vehicles and equipment for auction or pre-sale, assigning accurate condition grades using photographic evidence and inspection data. Analyze rental or lease return inspection records, identifying damage and detailing findings in clear, expert-level reports. Document and articulate the reasoning behind each grade or assessment, ensuring transparency and traceability of your conclusions. Collaborate remotely with project coordinators to clarify requirements and address project-specific needs. Provide high-quality, real-world input that will inform the development and refinement of AI models. Contribute expertise in one or more specialty areas; specify your area of focus during the engagement process. Preferred Qualifications Minimum of 5 years’ professional experience in crop insurance adjusting, auction grading, or rental/lease return inspection. Demonstrated proficiency in interpreting field and aerial imagery for agricultural or industrial assessments. Thorough understanding of industry grading standards and loss assessment methodologies. Exceptional attention to detail in documentation and reporting. Strong written and verbal communication skills, with the ability to produce clear, well-supported justifications. Comfort with remote work environments and digital platforms for document review and communication. Experience across multiple specialty areas (crop, auction, rental) is a plus, but not required.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 20–60; currency not specified; hour.

Source restriction statements: Role Title: Senior Claims Investigation and Evidence Review Expert Role Type: Contractor Location: Global-Remote Job Type: Contractor (~10 hours per week) Schedule: Flexible-you choose the hours and days you work, including weekends if desired micro1 is engaging Senior Claims Investigation and Evidence Review Experts to contribute to a specialized customer project focused on detecting staged-loss and fraudulent claims. · Collaborate remotely to support the creation of cutting-edge AI datasets, ensuring accuracy and reliability of input data. · Preferred Qualifications Minimum 7 years of relevant experience in special investigations, SIU, insurance fraud detection, forensic engineering (PE), or fleet safety review. · Previous remote consulting or advisory experience is a plus.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Senior Claims Investigation and Evidence Review Expert Role Type: Contractor Location: Global-Remote Job Type: Contractor (~10 hours per week) Schedule: Flexible-you choose the hours and days you work, including weekends if desired micro1 is engaging Senior Claims Investigation and Evidence Review Experts to contribute to a specialized customer project focused on detecting staged-loss and fraudulent claims. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Analyze digital claim evidence including CCTV and dashcam footage, scene photographs, statements, and engineering reports to identify signs of fraud or staged incidents. Reconstruct accident or loss events by reviewing visual and documented materials, synthesizing findings to clarify causation and authenticity. Provide detailed written assessments suitable for SIU investigators or forensic engineers, outlining clear reasoning behind each determination. Identify and articulate patterns or anomalies that may indicate fraudulent activity, leveraging deep forensic and investigative knowledge. Collaborate remotely to support the creation of cutting-edge AI datasets, ensuring accuracy and reliability of input data. Maintain clear, professional communication through both written reports and verbal discussions as needed for clarifications or feedback. Contribute insights and best practices from special investigations, fraud analysis, or forensic engineering to enhance project outcomes. Preferred Qualifications Minimum 7 years of relevant experience in special investigations, SIU, insurance fraud detection, forensic engineering (PE), or fleet safety review. Demonstrated expertise in assessing claim evidence, including visual media and technical reports, for legitimacy and causation. Strong analytical and critical thinking skills with a proven ability to detect subtle signs of staged-loss and organized fraud schemes. Exceptional written and verbal communication abilities, with emphasis on constructing clear, evidence-based findings. Experience authoring reports or affidavits for legal, forensic, or insurance industry purposes. Advanced familiarity with modern digital evidence types, including video, photographic, and telematics data. Previous remote consulting or advisory experience is a plus.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 20–60; currency not specified; hour.

Source restriction statements: Role Title: Senior Property Damage and Restoration Expert Role Type: Contractor Location: Global-Remote Job Type: Contractor (~10 hours per week) Schedule: Flexible-you choose the hours and days you work, including weekends if desired micro1 is engaging Senior Property Damage and Restoration Experts to contribute to a customer's project focused on in-depth property loss evaluation and restoration process optimization. · Preferred Qualifications Minimum 5+ years of professional experience in desk adjusting, coverage analysis, or restoration estimating for property damage claims. · Experience working in remote, independent contributor roles within the property restoration or insurance sector.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Senior Property Damage and Restoration Expert Role Type: Contractor Location: Global-Remote Job Type: Contractor (~10 hours per week) Schedule: Flexible-you choose the hours and days you work, including weekends if desired micro1 is engaging Senior Property Damage and Restoration Experts to contribute to a customer's project focused on in-depth property loss evaluation and restoration process optimization. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Review and analyze property damage evidence, including loss photos, inspection notes, restoration estimates, and policy documents submitted digitally. Draft well-reasoned coverage determinations or estimate reviews, reflecting the standards of professional desk adjusting or restoration estimation. Assess the appropriateness of restoration scopes and estimate accuracy using Xactimate or similar software. Identify key factors, causality, and policy coverage issues in flood, wildfire, and other real property claims. Document methodology, findings, and supporting rationale in clear, concise written reports with high attention to detail. Collaborate with project coordinators to align on deliverable requirements and feedback processes. Offer nuanced insights and domain-specific commentary to help enhance AI-driven tools and workflows. Preferred Qualifications Minimum 5+ years of professional experience in desk adjusting, coverage analysis, or restoration estimating for property damage claims. Demonstrated expertise with Xactimate and restoration costing processes. Proven track record of evaluating and documenting complex losses, with an emphasis on flood and wildfire claims. Strong understanding of insurance policy coverage application and property claim best practices. Outstanding written and verbal communication skills, with the ability to convey technical findings to diverse audiences. Current state adjuster licenses are a significant advantage. Experience working in remote, independent contributor roles within the property restoration or insurance sector.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 20–60; currency not specified; hour.

Source restriction statements: Role Title: Senior Vehicle Damage and Condition Expert Role Type: Contractor Location: Global-Remote Job Type: Contractor (~10 hours per week) Schedule: Flexible-you choose the hours and days you work, including weekends if desired micro1 is engaging Senior Vehicle Damage and Condition Experts to participate in a specialized project for a valued customer. · Conduct remote accident quality audits and causation analysis, clearly documenting rationale and supporting evidence. · Preferred Qualifications 5+ years of professional experience in vehicle damage appraisal, automotive claims, collision repair assessment, or fleet/auction inspection. · Background as an auto damage appraiser, ACTAR-certified reconstructionist, OEM auditor, or fleet/auction inspector strongly preferred. · Comfortable engaging in a remote, flexible, and independent expert contributor opportunity.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Senior Vehicle Damage and Condition Expert Role Type: Contractor Location: Global-Remote Job Type: Contractor (~10 hours per week) Schedule: Flexible-you choose the hours and days you work, including weekends if desired micro1 is engaging Senior Vehicle Damage and Condition Experts to participate in a specialized project for a valued customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Review and analyze comprehensive vehicle evidence such as damage photos, repair estimates, condition reports, and collision scene footage. Write detailed, professional-grade damage estimates and condition assessments, applying the standards expected of a licensed appraiser or ACTAR-certified reconstructionist. Conduct remote accident quality audits and causation analysis, clearly documenting rationale and supporting evidence. Evaluate and grade vehicle condition using established criteria common in fleet, auction, or OEM inspection protocols. Deliver well-structured written explanations and verbal feedback that communicate findings with clarity and authority. Collaborate with a project team to uphold consistency and quality in all deliverables submitted to the platform. Adapt review methods to reflect current industry practices and maintain compliance with project guidelines. Preferred Qualifications 5+ years of professional experience in vehicle damage appraisal, automotive claims, collision repair assessment, or fleet/auction inspection. Expertise in auto damage estimating, vehicle inspection, and accident quality auditing. Background as an auto damage appraiser, ACTAR-certified reconstructionist, OEM auditor, or fleet/auction inspector strongly preferred. State adjuster license, I-CAR, or ACTAR certification considered a plus. Exceptional written and verbal communication skills, with a focus on thorough documentation and reasoned justifications. Strong analytical and critical thinking abilities, with an aptitude for objective evidence review and reporting. Comfortable engaging in a remote, flexible, and independent expert contributor opportunity.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 20–60; currency not specified; hour.

Source restriction statements: Role Title: Intelligence Agency Officer Role Type: Contractor Location: Remote micro1 is engaging Intelligence Agency Officers to contribute their specialized skills and insights to a customer's project. · We are particularly interested in professionals with firsthand experience in civilian intelligence operations, collection, analysis, or national security decision-making. · Preferred Qualifications Current or previous professional experience within a civilian intelligence agency, such as the CIA, NSA, MI6/SIS, GCHQ, or an equivalent national intelligence organization. · Comfort operating in a distributed, remote engagement with a commitment to high-quality deliverables.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Intelligence Agency Officer Role Type: Contractor Location: Remote micro1 is engaging Intelligence Agency Officers to contribute their specialized skills and insights to a customer's project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. We are particularly interested in professionals with firsthand experience in civilian intelligence operations, collection, analysis, or national security decision-making. Scope of Work Analyze and interpret complex intelligence data, providing nuanced feedback for AI training scenarios. Review, evaluate, and enhance written content and communications reflecting intelligence operations and methodologies. Create realistic, scenario-based materials and operational narratives representative of intelligence missions. Offer expert-level insights on structured and unstructured data, identifying trends and detecting anomalies relevant to intelligence contexts. Draft, edit, and vet communications modeled after real-world intelligence exchanges, ensuring clarity and security awareness. Collaborate asynchronously with project stakeholders, providing timely responses and thoughtful written and verbal communication. Support the ongoing refinement of AI tools to meet the analytical needs of intelligence professionals. Preferred Qualifications Current or previous professional experience within a civilian intelligence agency, such as the CIA, NSA, MI6/SIS, GCHQ, or an equivalent national intelligence organization. Demonstrated expertise in intelligence-gathering methodologies, threat analysis, and operational planning. Exceptional written and verbal communication skills, with a keen attention to detail and accuracy. Ability to synthesize large volumes of information and present actionable, concise insights. Familiarity with various intelligence disciplines (HUMINT, SIGINT, OSINT, etc.) and their application to real-world scenarios. Experience producing, reviewing, or training materials for intelligence or analytical audiences. Comfort operating in a distributed, remote engagement with a commitment to high-quality deliverables. Learn More About Our Government & Defense Work At micro1, we work with government and defense experts to evaluate how advanced AI models perform on real-world tasks. Our MissionReport benchmark assesses AI-generated military and government reports, highlighting the importance of expert judgment, accuracy, and operational understanding. Learn more: https://www.micro1.ai/benchmark/mission-report

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 50–100; currency not specified; hour.

Source restriction statements: Role Title: Intelligence Operations & Collection Expert Role Type: Contractor Location: Remote micro1 is seeking experienced Intelligence Operations & Collection Experts to contribute their specialized knowledge to an AI training and evaluation project focused on intelligence operations and national security. · Scope of Work Evaluate AI-generated scenarios involving intelligence collection, operational planning, and national security decision-making. · Preferred Qualifications Current or previous professional experience within a civilian intelligence agency, particularly in intelligence operations, collection, or collection management.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Intelligence Operations & Collection Expert Role Type: Contractor Location: Remote micro1 is seeking experienced Intelligence Operations & Collection Experts to contribute their specialized knowledge to an AI training and evaluation project focused on intelligence operations and national security. We are particularly interested in professionals with current or previous experience within civilian intelligence agencies, such as the CIA, NSA, MI6/SIS, GCHQ, or equivalent organizations. Scope of Work Evaluate AI-generated scenarios involving intelligence collection, operational planning, and national security decision-making. Assess the accuracy, realism, and relevance of intelligence collection methodologies and operational processes. Review and refine intelligence-related case studies, analytical summaries, and scenario-based materials. Identify gaps, inconsistencies, and unrealistic assumptions in AI-generated content. Provide structured feedback to improve AI reasoning and understanding of intelligence operations. Preferred Qualifications Current or previous professional experience within a civilian intelligence agency, particularly in intelligence operations, collection, or collection management. Demonstrated expertise in HUMINT, SIGINT, OSINT, or other intelligence collection disciplines. Understanding of civilian intelligence agency procedures, operational frameworks, legal authorities, and interagency coordination. Experience in operational planning, intelligence collection requirements, or evaluating intelligence information. Strong analytical judgment, attention to detail, and written communication skills. Learn More About Our Government & Defense Work At micro1, we work with government and defense experts to evaluate how advanced AI models perform on real-world tasks. Our MissionReport benchmark assesses AI-generated military and government reports, highlighting the importance of expert judgment, accuracy, and operational understanding. Learn more: https://www.micro1.ai/benchmark/mission-report

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 50–100; currency not specified; hour.

Source restriction statements: Role Title: Senior Intelligence Analyst – National Security Role Type: Contractor Location: Remote micro1 is seeking experienced Senior Intelligence Analysts to contribute their expertise to an AI training and evaluation project focused on national security, intelligence analysis, and government decision-making. · We are particularly interested in professionals with current or previous experience within civilian intelligence agencies, such as the CIA, NSA, MI6/SIS, GCHQ, or equivalent national intelligence organizations. · Scope of Work Evaluate AI-generated intelligence assessments and national security scenarios for accuracy, realism, and analytical quality. · Review and refine scenario-based materials reflecting realistic intelligence and national security challenges. · Preferred Qualifications Current or previous professional experience within a civilian intelligence agency, particularly in intelligence analysis, threat assessment, or national security. · Expertise in strategic intelligence, counterterrorism, counterintelligence, geopolitical analysis, or national security threats.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Senior Intelligence Analyst – National Security Role Type: Contractor Location: Remote micro1 is seeking experienced Senior Intelligence Analysts to contribute their expertise to an AI training and evaluation project focused on national security, intelligence analysis, and government decision-making. We are particularly interested in professionals with current or previous experience within civilian intelligence agencies, such as the CIA, NSA, MI6/SIS, GCHQ, or equivalent national intelligence organizations. Scope of Work Evaluate AI-generated intelligence assessments and national security scenarios for accuracy, realism, and analytical quality. Review and validate intelligence reports, threat assessments, and strategic analyses. Identify gaps, unsupported conclusions, inconsistencies, and analytical biases in AI-generated content. Assess the credibility of intelligence sources, analytical reasoning, and communication of uncertainty. Provide structured feedback to improve AI-generated intelligence assessments and decision-making scenarios. Review and refine scenario-based materials reflecting realistic intelligence and national security challenges. Preferred Qualifications Current or previous professional experience within a civilian intelligence agency, particularly in intelligence analysis, threat assessment, or national security. Expertise in strategic intelligence, counterterrorism, counterintelligence, geopolitical analysis, or national security threats. Experience producing or reviewing intelligence assessments, analytical reports, or briefings for government decision-makers. Strong understanding of intelligence analysis methodologies, source evaluation, analytical tradecraft, and relevant agency procedures. Excellent analytical reasoning, critical thinking, and written communication skills. Ability to evaluate complex information and communicate findings clearly and objectively. Learn More About Our Government & Defense Work At micro1, we work with government and defense experts to evaluate how advanced AI models perform on real-world tasks. Our MissionReport benchmark assesses AI-generated military and government reports, highlighting the importance of expert judgment, accuracy, and operational understanding. Learn more: https://www.micro1.ai/benchmark/mission-report

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 50–100; currency not specified; hour.

Source restriction statements: Role Title: Aviation Subject Matter Expert - Commercial Pilot / Flight Ops Role Type: Contractor Location: Remote micro1 is engaging Aviation Subject Matter Experts with commercial pilot and flight operations backgrounds to contribute to a customer's specialized project. · Preferred Qualifications FAA-certificated commercial pilot with multi-engine and instrument ratings.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Aviation Subject Matter Expert - Commercial Pilot / Flight Ops Role Type: Contractor Location: Remote micro1 is engaging Aviation Subject Matter Experts with commercial pilot and flight operations backgrounds to contribute to a customer's specialized project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Conduct detailed technical reviews of AI-generated content related to instrument approach procedures and cockpit briefings. Validate the accuracy and completeness of FAA approach charts and terminal procedures referenced within model outputs. Evaluate and verify cockpit phraseology and briefings against Part 135 operational and safety standards. Assess statement-by-statement outputs for alignment with IFR procedures and best practices in flight operations. Document findings, provide constructive feedback, and suggest corrections to optimize model accuracy and reliability. Collaborate with project coordinators to clarify requirements and ensure deliverables meet aviation safety standards. Preferred Qualifications FAA-certificated commercial pilot with multi-engine and instrument ratings. Current or prior experience as a Certified Flight Instructor Instrument (CFII) or Part 135 check-airman. Deep familiarity with FAA approach charts, terminal procedures, and instrument approach briefing protocols. Thorough understanding of Part 135 operations, IFR procedures, and aviation safety standards. Exceptional written and verbal communication skills, with experience producing or reviewing technical documentation. Proven ability to evaluate complex technical content and provide clear, actionable feedback. Enthusiasm for advancing aviation safety, operational excellence, and the application of expert knowledge to innovative projects.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 40–100; currency not specified; hour.

Source restriction statements: Role Title: Marine Geology SME - Core Logging & Sedimentology Role Type: Contractor Location: Remote micro1 is engaging Marine Geology SME - Core Logging & Sedimentology experts to contribute to a client's project focused on the marine sciences. · Preferred Qualifications Advanced qualification in Marine Geology, Marine Sedimentology, or a closely related discipline.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Marine Geology SME - Core Logging & Sedimentology Role Type: Contractor Location: Remote micro1 is engaging Marine Geology SME - Core Logging & Sedimentology experts to contribute to a client's project focused on the marine sciences. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Perform rigorous, statement-by-statement validation of marine geology and sedimentology reference answers, ensuring technical accuracy and clarity. Assess AI-generated outputs related to marine lithology, sedimentary structures, grain-size classifications, and offshore core sampling protocols. Provide clear, detailed feedback and suggested improvements on core logging and sediment identification content. Apply advanced knowledge of marine sedimentology to evaluate sediment and ocean floor descriptions, including soil and rock layer identification. Utilize experience with offshore core logging and visual core description to review and annotate case studies and test sets. Document insights, ambiguities, and edge cases encountered during content review, supporting continuous improvement. Preferred Qualifications Advanced qualification in Marine Geology, Marine Sedimentology, or a closely related discipline. Extensive hands-on experience with core logging, sediment sampling, and core description (visual and analytical) in offshore or marine settings. Proven expertise in identifying marine sediments, sedimentary structures, and characterizing soil and rock layers in oceanic environments. Strong written and verbal communication skills, with an emphasis on precise technical articulation and critical review. Background in conducting or supervising offshore sedimentological surveys or participating in marine core sampling projects. Familiarity with standard offshore sampling practices and the nuances of visual core description protocols. Experience reviewing or developing educational, reference, or training materials in the earth sciences is a plus.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 40–100; currency not specified; hour.

Source restriction statements: Role Title: Litigation Attorney Role Type: Contractor Location: Remote Opportunity Snapshot Pay: $80–150/hour equivalent Time per task: ~8 hours for task creation Engagement: Project-based — paid per approved task Location: Remote — open to U.S.-licensed attorneys Commitment: Flexible — work around your practice Your tasks: Build complex legal reasoning tasks from your own practice micro1 is engaging practicing U.S. · Strong preference for seasoned litigators.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Litigation Attorney Role Type: Contractor Location: Remote Opportunity Snapshot Pay: $80–150/hour equivalent Time per task: ~8 hours for task creation Engagement: Project-based — paid per approved task Location: Remote — open to U.S.-licensed attorneys Commitment: Flexible — work around your practice Your tasks: Build complex legal reasoning tasks from your own practice micro1 is engaging practicing U.S. attorneys to design the legal reasoning problems that measure what AI systems can actually do. Your legal expertise is what matters here — no prior AI experience required. The work draws on what you do every day: taking a complex fact pattern, identifying the issues that matter, and reasoning to a defensible conclusion. We’re expanding this pipeline and looking for attorneys who can produce genuinely difficult problems — the kind where the answer depends on reading the authority correctly. What you’ll do Build complex legal reasoning tasks from scenarios like those you handle in practice, with realistic supporting materials. Provide the correct analysis and walk through the reasoning that gets there. Define what makes an answer right, so another attorney reviewing it would reach the same verdict. Review tasks built by other attorneys for legal accuracy and soundness of reasoning. Flag tasks that turn out to be ambiguous or ungradable rather than submitting them. What we’re looking for J.D. and active U.S. bar license in good standing. 3–15 years of practice experience, actively practicing in litigation, corporate, real estate, bankruptcy, or compliance. Strong preference for seasoned litigators. Judicial clerkship experience is a strong plus. Law school teaching or legal instruction experience is a strong plus. Law review or journal editorial experience is a plus. Prior experience on legal AI or legal data projects is a strong plus. English at C1 level or above. Selection process Apply and complete the screening questions Complete the AI interview for this role — it’s how your expertise gets in front of the client Profile review Onboarding — our Talent Ops team will get you set up

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 80–150; currency not specified; hour.

Source restriction statements: Role Title: Defense Analyst Role Type: Contractor Location: Remote About the Role micro1 is seeking experienced civilian defense analysts to contribute to an AI development project focused on military operations, armed conflict, and defense-related decision-making.You'll evaluate AI-generated military scenarios, identify factual or analytical inaccuracies, and provide expert feedback to improve AI reasoning and reliability. · Review scenarios involving civilian protection, operational constraints, and the application of international humanitarian law (IHL). · Qualifications Professional experience as a defense analyst, military operations analyst, conflict analyst, or national security researcher. · Experience with defense organizations, government agencies, research institutes, think tanks, or international organizations is highly desirable. · Familiarity with international humanitarian law (IHL), Rules of Engagement (ROE), or civilian protection is a plus.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Defense Analyst Role Type: Contractor Location: Remote About the Role micro1 is seeking experienced civilian defense analysts to contribute to an AI development project focused on military operations, armed conflict, and defense-related decision-making.You'll evaluate AI-generated military scenarios, identify factual or analytical inaccuracies, and provide expert feedback to improve AI reasoning and reliability. Scope of Work Evaluate AI-generated scenarios involving military operations, armed conflict, and defense planning. Assess the accuracy and realism of military capabilities, operational assumptions, and conflict-related analysis. Review scenarios involving civilian protection, operational constraints, and the application of international humanitarian law (IHL). Identify factual errors, flawed reasoning, and unrealistic assumptions. Provide clear, structured written feedback to improve AI-generated content. Qualifications Professional experience as a defense analyst, military operations analyst, conflict analyst, or national security researcher. Background in defense research, military capabilities assessment, conflict analysis, or operational planning. Strong understanding of military operations, armed conflict, and defense-related decision-making. Ability to evaluate complex scenarios and communicate findings clearly in writing. Experience with defense organizations, government agencies, research institutes, think tanks, or international organizations is highly desirable. Familiarity with international humanitarian law (IHL), Rules of Engagement (ROE), or civilian protection is a plus. Learn More About Our Government & Defense Work At micro1, we work with government and defense experts to evaluate how advanced AI models perform on real-world tasks. Our MissionReport benchmark assesses AI-generated military and government reports, highlighting the importance of expert judgment, accuracy, and operational understanding. Learn more: https://www.micro1.ai/benchmark/mission-report

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 50–100; currency not specified; hour.

Source restriction statements: Role Title: Imagery Analyst — Drone & Maritime Role Type: Contractor — part-time or full-time Location: Remote, U.S.-based Opportunity Snapshot Pay: $30— $60 Volume: Steady throughput expected; you set your own pace Commitment: Part-time or full-time, your schedule Location: Remote — U.S. · citizens only You’ll need: U.S. · citizenship and an active DoD Common Access Card (CAC) Your tasks: Review and correct object labels on drone and maritime imagery micro1 is engaging imagery annotators for a Navy project working with drone and maritime sensor imagery. · citizenship and an active DoD Common Access Card (CAC).

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Imagery Analyst — Drone & Maritime Role Type: Contractor — part-time or full-time Location: Remote, U.S.-based Opportunity Snapshot Pay: $30— $60 Volume: Steady throughput expected; you set your own pace Commitment: Part-time or full-time, your schedule Location: Remote — U.S. citizens only You’ll need: U.S. citizenship and an active DoD Common Access Card (CAC) Your tasks: Review and correct object labels on drone and maritime imagery micro1 is engaging imagery annotators for a Navy project working with drone and maritime sensor imagery. This role requires an active DoD Common Access Card — if you don’t have one, this project isn’t a fit, but we run other annotation projects without that requirement. The work is precise and repetitive: you review object labels that a machine generated, fix the ones that are wrong, and add the ones it missed. No AI experience required. What matters is a careful eye and the discipline to stay accurate across long sessions. What you’ll do Review machine-generated bounding boxes on still imagery and correct the ones that are off. Find and label objects the model missed. Apply the labeling guidelines consistently across every image. Work within a secure Navy environment using the provided tools. Maintain steady throughput — you’re paid per submitted image. Flag ambiguous cases to the team instead of guessing. Move into video frame annotation as the project expands. What we’re looking for U.S. citizenship and an active DoD Common Access Card (CAC). Strong attention to detail and the patience for repetitive, accuracy-critical work. Experience with data labeling or bounding box annotation is a plus, but not required. Familiarity with aerial, maritime, satellite, or thermal imagery is a plus. Comfortable learning new labeling software. Clear written and verbal communication. How the selection process works Apply and complete the screening questions Complete the AI interview for this role Profile review Onboarding — our Talent Ops team will get you set up

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 30–60; currency not specified; hour.

Source restriction statements: Role Title: Imagery Analyst - AI/ML Training Data Role Type: Contractor — part-time or full-time Location: Remote, U.S.-based m icro1 is engaging Imagery Analyst - AI/ML Training Data experts to contribute to a high-impact customer project centered on drone and maritime sensor imagery. · Preferred Qualifications U.S. · citizenship and ability to obtain a DoD Common Access Card (CAC) or willingness to engage in the sponsorship process.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Imagery Analyst - AI/ML Training Data Role Type: Contractor — part-time or full-time Location: Remote, U.S.-based m icro1 is engaging Imagery Analyst - AI/ML Training Data experts to contribute to a high-impact customer project centered on drone and maritime sensor imagery. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Review and refine machine-generated bounding boxes for accuracy on still imagery from drone and maritime sensors. Identify and annotate objects missed by AI models. Label data maintaining consistency and adherence to provided guidelines. Deliver completed annotated images within a secure Navy environment Maintain steady, reliable throughput of completed images; compensation is based on each image submission. Transition to annotation of video frames as the project evolves and expands in scope. Document and communicate any ambiguous cases or guideline questions clearly, demonstrating strong written and verbal skills. Preferred Qualifications U.S. citizenship and ability to obtain a DoD Common Access Card (CAC) or willingness to engage in the sponsorship process. Demonstrated attention to detail and consistency performing repetitive, accuracy-critical tasks. Experience with data labeling, bounding box annotation, or similar data-preparation activities. Familiarity with aerial, maritime, or sensor-based imagery, especially in daylight and thermal formats. Track record in high-volume, quality-controlled annotation environments (robotics or autonomous system data-labeling experience is a plus). Comfort using dedicated software tools for labeling tasks, with a willingness to learn new applications. Strong written and verbal communication skills for reporting and clarifying labeling requirements.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 30–60; currency not specified; hour.

Source restriction statements: Role Title: Data Science Specialist - Executive Presentation Review Role Type: Contractor Location: Remote (US, UK or CAN) micro1 is engaging Data Science Specialists to contribute to a customer's project focused on elevating the quality and impact of business presentations and analytical reporting. · Preferred Qualifications Expert-level proficiency in Microsoft PowerPoint, with a strong portfolio demonstrating slide reconstruction and advanced presentation design. · Comfort participating in remote, collaborative projects with dynamic requirements and iterative feedback.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Data Science Specialist - Executive Presentation Review Role Type: Contractor Location: Remote (US, UK or CAN) micro1 is engaging Data Science Specialists to contribute to a customer's project focused on elevating the quality and impact of business presentations and analytical reporting. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Reconstruct, redesign, and enhance data-driven presentations using Microsoft PowerPoint to ensure clarity and visual consistency. Create compelling visualizations that transform complex data into insights, supporting effective visual storytelling across various audiences. Edit content for accuracy, flow, and narrative impact while maintaining high standards of written communication. Apply advanced data analysis and statistical reasoning to interpret datasets and derive actionable conclusions for presentation materials. Develop analytics reports that summarize key findings, trends, and recommendations with precision and attention to detail. Critically review and refine existing slides and reports to align with best practices in data visualization and design. Collaborate on feedback cycles to iteratively improve deliverables based on project-specific requirements. Preferred Qualifications Expert-level proficiency in Microsoft PowerPoint, with a strong portfolio demonstrating slide reconstruction and advanced presentation design. Proven ability to distill and visualize complex datasets into accessible, business-oriented insights. Experience with content editing, data storytelling, and producing analytics reports for diverse stakeholders. Keen critical thinking skills and exceptional attention to detail in both quantitative and qualitative tasks. Strong written communication abilities, with a track record of crafting clear, concise, and engaging narratives. Background in data science, analytics, statistics, or a related field; prior consulting experience is a plus. Comfort participating in remote, collaborative projects with dynamic requirements and iterative feedback.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 150–350; currency not specified; hour.

Source restriction statements: Role Title: Consulting Specialist - Executive Presentation Review Role Type: Contractor Location: Remote (US, UK and CAN) micro1 is engaging Consulting Specialists to contribute their advanced skills in presentation design, data visualization, and content editing to a customer's project. · Preferred Qualifications Proven expertise in Microsoft PowerPoint and advanced presentation design techniques.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Consulting Specialist - Executive Presentation Review Role Type: Contractor Location: Remote (US, UK and CAN) micro1 is engaging Consulting Specialists to contribute their advanced skills in presentation design, data visualization, and content editing to a customer's project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Prior management consulting experience is required for this role — at least two years in a client-facing role at a consulting firm. Scope of Work Reconstruct and enhance Microsoft PowerPoint slides to elevate clarity, visual appeal, and impact. Design compelling presentations that effectively communicate complex ideas through visual storytelling and data visualization. Edit and refine slide content to ensure precision, consistency, and audience engagement. Analyze provided materials and translate information into clear, concise, and visually engaging formats. Apply critical thinking to identify areas for improvement in slide structure, flow, and coherence. Collaborate virtually to deliver prompt feedback and high-quality presentation assets as part of a larger initiative. Contribute real-world examples and domain-specific insights to bolster the training and evaluation of AI models. Preferred Qualifications Proven expertise in Microsoft PowerPoint and advanced presentation design techniques. Strong portfolio demonstrating effective data visualization and visual storytelling capabilities. Keen attention to detail and commitment to producing high-quality, polished deliverables. Exceptional written communication and content editing skills tailored for diverse audiences. Experience translating technical or complex content into accessible, visually appealing formats. Ability to think critically and provide constructive feedback on narrative flow and design choices. Previous consulting or professional experience in enhancing business presentations is advantageous.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 150–350; currency not specified; hour.

Source restriction statements: Role Title: Finance Specialist - Executive Presentation Review Role Type: Contractor Location: Remote (US, UK or CAN micro1 is engaging Finance Specialist to contribute to a customer's project focused on elevating the quality, impact, and clarity of financial presentations and investor materials. · Preferred Qualifications Advanced knowledge of financial analysis, modeling, and valuation methodologies.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Finance Specialist - Executive Presentation Review Role Type: Contractor Location: Remote (US, UK or CAN micro1 is engaging Finance Specialist to contribute to a customer's project focused on elevating the quality, impact, and clarity of financial presentations and investor materials. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Reconstruct and enhance Microsoft PowerPoint slides to effectively convey complex financial data and insights. Design visually compelling presentations that integrate robust data visualization and storytelling techniques. Review, edit, and refine content for accuracy, readability, and alignment with best practices in financial communications. Translate quantitative analysis and valuation results into clear, investor-ready materials. Evaluate and provide feedback on presentation drafts with a focus on data integrity and persuasive messaging. Collaborate asynchronously to deliver high-quality input that supports project requirements and milestones. Preferred Qualifications Advanced knowledge of financial analysis, modeling, and valuation methodologies. Proficiency in Microsoft PowerPoint, with a portfolio of reconstructed or custom-designed presentations. Demonstrated expertise in data visualization and visual storytelling for financial audiences. Excellent written communication and editorial skills, with attention to detail and critical thinking. Direct experience preparing investor materials, pitch decks, or board-level financial reports. Comfort working independently and delivering nuanced feedback to enhance project outcomes. Background in finance, investment banking, consulting, or related professional domains.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 150–350; currency not specified; hour.

Source restriction statements: Role Title: Tax Practitioner, Federal Individual Income Tax (CPA/EA/Tax Attorney) Role Type: Contractor Location: Remote (US or India) micro1 is engaging Tax Practitioners, Federal Individual Income Tax (CPA/EA/Tax Attorney)s to participate in a project supporting a customer. · Preferred Qualifications Active CPA license, Enrolled Agent designation, or experience as a US tax attorney with federal individual income tax focus. · Familiarity with complex return issues such as investments, self-employment income, equity compensation, rental property, or multi-state/international items.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Tax Practitioner, Federal Individual Income Tax (CPA/EA/Tax Attorney) Role Type: Contractor Location: Remote (US or India) micro1 is engaging Tax Practitioners, Federal Individual Income Tax (CPA/EA/Tax Attorney)s to participate in a project supporting a customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Read and interpret federal individual income tax law, including the Internal Revenue Code, Treasury regulations, and IRS guidance at the level of specific subsections and provisions. Develop precise rubrics and checklists that define the requirements a correct answer must satisfy, grounded strictly in authoritative sources. Assign technical severity to each requirement, accurately distinguishing between critical, secondary, and minor elements. Review and evaluate AI-generated tax analyses and computations, scoring each response against your criteria for accuracy and completeness. Compose detailed, self-contained test scenarios (including edge cases) for criteria that fail, specifying facts, dates, filing status, and expected results. Identify and flag ambiguities, statutory exceptions, or conflicts in the law or guidance, providing structured written feedback within the digital review platform. Submit clear, structured written evaluations to support ongoing system improvement. Preferred Qualifications Active CPA license, Enrolled Agent designation, or experience as a US tax attorney with federal individual income tax focus. Extensive hands-on experience preparing or planning federal personal income tax matters for individuals. Demonstrated ability to read, analyze, and interpret the Internal Revenue Code, regulations, and related guidance beyond simple return preparation. Proficiency with legal logic constructs, such as conditions, thresholds, phase-outs, exceptions, and defined terms. Exceptional written communication skills with an emphasis on clarity, objectivity, and reproducibility of criteria and outcomes. Familiarity with complex return issues such as investments, self-employment income, equity compensation, rental property, or multi-state/international items. Interest in the intersection of tax compliance and technology, especially as it relates to AI and digital review platforms.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 60–90; currency not specified; hour.

Source restriction statements: Role Title: ParaView Scientific Visualization Specialist Role Type: Contractor Location: Remote micro1 is looking for an experienced ParaView Specialist with strong hands-on experience in scientific visualization and engineering simulation to support an AI training project. · Preferred Qualifications Professional hands-on experience using ParaView.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: ParaView Scientific Visualization Specialist Role Type: Contractor Location: Remote micro1 is looking for an experienced ParaView Specialist with strong hands-on experience in scientific visualization and engineering simulation to support an AI training project. In this role, you will use ParaView to visualize and analyze scientific or engineering data and explain your workflows step by step. Your expertise will help improve how AI systems understand scientific visualization and technical analysis. Scope of Work Visualize and analyze scientific and engineering data using ParaView. Work with 3D datasets, simulation results, and visualization tools. Perform tasks related to CFD, FEA, and simulation data analysis. Demonstrate real-world scientific visualization workflows. Clearly explain and document each step of your analysis process. Review technical tasks and provide feedback to support AI model improvement. Ensure accuracy and quality in all completed tasks. Preferred Qualifications Professional hands-on experience using ParaView. Good understanding of scientific visualization, engineering simulation, and data analysis. Must currently have access to ParaView. Familiarity with CFD, FEA, or scientific datasets. Ability to explain technical workflows clearly. Strong attention to detail and communication skills. Background in Mechanical Engineering, Aerospace Engineering, Physics, Computational Engineering, or a related field. Experience working on engineering simulation or scientific visualization projects.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 63–122; currency not specified; hour.

Source restriction statements: Role Title: Vectorworks Architecture BIM Specialist Role Type: Contractor Location: Remote micro1 is engaging Vectorworks Specialists contributors to support a customer's architecture project with advanced CAD and BIM workflows. · Preferred Qualifications Extensive hands-on experience with Vectorworks in architecture or BIM-focused projects (specifically as an architect or BIM professional).

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Vectorworks Architecture BIM Specialist Role Type: Contractor Location: Remote micro1 is engaging Vectorworks Specialists contributors to support a customer's architecture project with advanced CAD and BIM workflows. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Provide detailed insights and feedback on architectural design processes and BIM workflows in Vectorworks. Perform and document specific tasks within Vectorworks, demonstrating best practices in CAD, 3D modeling, and engineering design. Capture screen recordings and share commentary to illustrate real-world problem-solving and design iterations. Annotate and label architectural data, models, or workflows to support AI-driven model evaluation and human data initiatives. Evaluate and review model outputs for accuracy and relevance in architecture/BIM contexts. Contribute written and verbal explanations articulating reasoning, decision-making, and tool usage. Preferred Qualifications Extensive hands-on experience with Vectorworks in architecture or BIM-focused projects (specifically as an architect or BIM professional). Demonstrated expertise in CAD, 3D modeling, or engineering design within the built environment. Prior participation in human data projects (data labeling, annotation, RLHF, model evaluation, or similar activities). Comfortable with screen sharing, capturing workflows, and providing actionable feedback. Strong analytical and problem-solving skills applied to architectural challenges. Familiarity with current architectural standards, BIM methodologies, and real-world project demands.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 63–122; currency not specified; hour.

Source restriction statements: Role Title: CAD Modeling Specialist (SolveSpace) Role Type: Contractor Location: Remote micro1 is looking for an experienced SolveSpace Specialist with strong hands-on experience in CAD modeling and engineering design to support an AI training project. · Preferred Qualifications Professional hands-on experience using SolveSpace.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: CAD Modeling Specialist (SolveSpace) Role Type: Contractor Location: Remote micro1 is looking for an experienced SolveSpace Specialist with strong hands-on experience in CAD modeling and engineering design to support an AI training project. In this role, you will use SolveSpace to complete real-world CAD design tasks and explain your workflows step by step. Your expertise will help improve how AI systems understand CAD modeling and engineering processes. Scope of Work Create and edit 2D and 3D CAD models using SolveSpace. Work with parametric sketches, dimensions, and geometric constraints. Demonstrate real-world CAD modeling and engineering workflows. Clearly explain and document each step of your design process. Review technical tasks and provide feedback to support AI model improvement. Ensure accuracy and quality in all completed tasks. Preferred Qualifications Professional hands-on experience using SolveSpace. Good understanding of parametric CAD modeling, 2D sketches, and 3D design. Must currently have access to SolveSpace. Ability to explain technical workflows clearly. Strong attention to detail and communication skills. Background in Mechanical Engineering, Product Design, or Industrial Design. Experience working on professional CAD or engineering projects.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 63–122; currency not specified; hour.

Source restriction statements: Role Title: DesignSpark PCB Specialist Role Type: Contractor Location: Remote micro1 is looking for an experienced DesignSpark PCB Specialist with strong hands-on experience in electronics and printed circuit board (PCB) design to support an AI training project. · Preferred Qualifications Professional hands-on experience using DesignSpark PCB. · Preferred Qualifications Background in Electronics Engineering, Electrical Engineering, or a related field.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: DesignSpark PCB Specialist Role Type: Contractor Location: Remote micro1 is looking for an experienced DesignSpark PCB Specialist with strong hands-on experience in electronics and printed circuit board (PCB) design to support an AI training project. In this role, you will use DesignSpark PCB to complete real-world electronics design tasks and explain your workflows step by step. Your expertise will help improve how AI systems understand PCB design and engineering processes. Scope of Work Create and edit electronic circuit designs using DesignSpark PCB. Work on circuit schematics, component placement, and PCB layouts. Demonstrate real-world PCB design and engineering workflows. Clearly explain and document each step of your design process. Review technical tasks and provide feedback to support AI model improvement. Ensure accuracy and quality in all completed tasks. Preferred Qualifications Professional hands-on experience using DesignSpark PCB. Good understanding of electronic circuits, PCB layouts, and schematic design. Must currently have access to DesignSpark PCB. Ability to explain technical workflows clearly. Strong attention to detail and communication skills. Preferred Qualifications Background in Electronics Engineering, Electrical Engineering, or a related field. Experience working on professional PCB design projects.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 63–122; currency not specified; hour.

Source restriction statements: Role Title: Blender Bonsai Specialist – BIM/Architecture Role Type: Contractor Location: Remote micro1 is looking for an experienced Blender Bonsai Specialist with a strong background in architecture and Building Information Modeling (BIM) to support an AI training project. · Preferred Qualifications Professional hands-on experience using Blender Bonsai. · Preferred Qualifications Degree in Architecture or a related field.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Blender Bonsai Specialist – BIM/Architecture Role Type: Contractor Location: Remote micro1 is looking for an experienced Blender Bonsai Specialist with a strong background in architecture and Building Information Modeling (BIM) to support an AI training project. In this role, you will use Blender Bonsai to complete real-world architectural and BIM tasks, record your screen, and explain your workflows step by step. Your expertise will help improve how AI systems understand architectural design and BIM processes. Scope of Work Perform architectural design and BIM tasks using Blender Bonsai. Work with 3D building models, IFC files, and BIM data. Demonstrate real-world architectural workflows through screen recordings. Clearly explain and document each step of your work. Review technical tasks and provide feedback to support AI model improvement. Ensure accuracy and quality in all completed tasks. Preferred Qualifications Professional hands-on experience using Blender Bonsai. Strong background in architecture, architectural design, or BIM. Must have access to Blender Bonsai and be comfortable recording and sharing your screen. Good understanding of BIM modeling, IFC files, and architectural workflows. Ability to explain technical processes clearly. Preferred Qualifications Degree in Architecture or a related field. Experience working on professional BIM or architectural projects.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 63–122; currency not specified; hour.

Source restriction statements: Role Title: Audio Editing & Production Expert (Audacity) Role Type: Contractor Location: Remote micro1 is looking for an experienced Audio Editing & Production Expert with strong hands-on experience using Audacity to support an AI training project. · Preferred Qualifications Strong hands-on experience using Audacity for professional audio editing or production. · Preferred Qualifications Professional background in audio production, sound engineering, podcast editing, or digital media.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Audio Editing & Production Expert (Audacity) Role Type: Contractor Location: Remote micro1 is looking for an experienced Audio Editing & Production Expert with strong hands-on experience using Audacity to support an AI training project. In this role, you will use Audacity to complete real-world audio editing tasks, record your screen, and explain your workflows step by step. Your expertise will help improve how AI systems understand and perform audio-related tasks. Scope of Work Perform audio editing and production tasks using Audacity. Work on audio trimming, mixing, noise reduction, and sound enhancement. Demonstrate real-world Audacity workflows through screen recordings. Clearly explain and document each step of your audio editing process. Review audio-related tasks and provide feedback to support AI model improvement. Ensure accuracy and quality in all completed tasks. Preferred Qualifications Strong hands-on experience using Audacity for professional audio editing or production. Previous Human Data experience , such as data annotation, labeling, RLHF, or AI model evaluation. Must have access to Audacity and be comfortable recording and sharing your screen. Good understanding of audio editing, mixing, noise reduction, and audio file formats. Ability to explain technical workflows clearly. Strong attention to detail and communication skills. Preferred Qualifications Professional background in audio production, sound engineering, podcast editing, or digital media. Experience documenting audio editing workflows.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 21–70; currency not specified; hour.

Source restriction statements: Role Title: 2D Graphic Design & Image Editing Expert (GIMP) Role Type: Contractor Location: Remote micro1 is looking for an experienced 2D Graphic Design & Image Editing Expert with strong hands-on experience using GIMP to support an AI training project. · Preferred Qualifications Strong hands-on experience using GIMP for professional image editing or graphic design. · Preferred Qualifications Professional background in graphic design, digital art, or image editing.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: 2D Graphic Design & Image Editing Expert (GIMP) Role Type: Contractor Location: Remote micro1 is looking for an experienced 2D Graphic Design & Image Editing Expert with strong hands-on experience using GIMP to support an AI training project. In this role, you will use GIMP to complete real-world image editing tasks, record your screen, and explain your workflows step by step. Your expertise will help improve how AI systems understand and perform creative tasks. Scope of Work Perform image editing, photo retouching, and graphic design tasks using GIMP. Work with layers, backgrounds, colors, and other image editing tools. Demonstrate real-world GIMP workflows through screen recordings. Clearly explain and document each step of your editing process. Review image editing tasks and provide feedback to support AI model improvement. Ensure accuracy and quality in all completed tasks. Preferred Qualifications Strong hands-on experience using GIMP for professional image editing or graphic design. Must have access to GIMP and be comfortable recording and sharing your screen. Good understanding of image manipulation, photo retouching, and layer management. Ability to explain technical workflows clearly. Strong attention to detail and communication skills. Preferred Qualifications Professional background in graphic design, digital art, or image editing. Experience documenting creative workflows or reviewing AI-generated images.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 21–70; currency not specified; hour.

Source restriction statements: Role Title: CATIA CAD Engineering Specialist Role Type: Contractor Location: Remote micro1 is looking for an experienced CATIA Specialist with strong hands-on experience in CAD modeling and mechanical engineering to support an AI training project. · Preferred Qualifications Professional hands-on experience using CATIA.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: CATIA CAD Engineering Specialist Role Type: Contractor Location: Remote micro1 is looking for an experienced CATIA Specialist with strong hands-on experience in CAD modeling and mechanical engineering to support an AI training project. In this role, you will use CATIA to complete real-world engineering design tasks and explain your workflows step by step. Your expertise will help improve how AI systems understand CAD design and engineering processes. Scope of Work Create and edit 3D CAD models and mechanical parts using CATIA. Work on part design, assembly modeling, surface modeling, and engineering drawings. Demonstrate real-world CAD design and engineering workflows. Clearly explain and document each step of your design process. Review technical tasks and provide feedback to support AI model improvement. Ensure accuracy and quality in all completed tasks. Preferred Qualifications Professional hands-on experience using CATIA. Good understanding of mechanical design, 3D CAD modeling, and assemblies. Must currently have access to CATIA. Ability to explain technical workflows clearly. Strong attention to detail and communication skills. Background in Mechanical Engineering, Aerospace Engineering, Automotive Engineering, or a related field. Experience working on professional CAD or engineering projects.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 63–122; currency not specified; hour.

Source restriction statements: & Allied Government Role Type: Contractor Location: Remote micro1 is seeking current and former civilian professionals from U.S. · You will apply your knowledge of how intelligence agencies operate, make decisions, manage programs, and support national security missions to help train and evaluate next-generation AI systems. · Scope of Work Evaluate AI-generated content and scenarios involving intelligence agencies, organizational structures, operational processes, technology, and national security decision-making. · Preferred Qualifications Direct professional experience as a civilian employee within a U.S.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Civilian Intelligence Agency Expert – U.S. & Allied Government Role Type: Contractor Location: Remote micro1 is seeking current and former civilian professionals from U.S. and allied government intelligence agencies to contribute their specialized expertise to a project with a frontier AI lab. This opportunity is designed for individuals with firsthand experience working within intelligence organizations, including professionals from intelligence operations, technology, strategy, policy, program management, and senior leadership functions. You will apply your knowledge of how intelligence agencies operate, make decisions, manage programs, and support national security missions to help train and evaluate next-generation AI systems. Scope of Work Evaluate AI-generated content and scenarios involving intelligence agencies, organizational structures, operational processes, technology, and national security decision-making. Assess the accuracy, realism, and practical relevance of AI-generated responses based on your firsthand professional experience. Provide structured feedback on how intelligence organizations operate, including their responsibilities, internal workflows, coordination processes, and decision-making frameworks. Identify inaccuracies, unrealistic assumptions, or gaps in AI-generated materials and recommend improvements. Contribute to the development and review of realistic, unclassified scenarios reflecting challenges encountered by civilian intelligence professionals. Apply your expertise to improve AI systems' understanding of intelligence agency functions, professional responsibilities, and government operating environments. Communicate clear, evidence-based assessments and recommendations through written feedback. Preferred Qualifications Direct professional experience as a civilian employee within a U.S. or allied government intelligence agency, such as the CIA, DIA, NSA, NGA, ODNI, NRO, MI5, MI6, GCHQ, or an equivalent allied intelligence organization. Experience in one or more intelligence agency functions, including: Intelligence operations, analysis, collection, or mission support. Technology, IT systems, engineering, cybersecurity, or digital transformation. Program management, organizational operations, or administrative leadership. Intelligence policy, strategic planning, governance, or interagency coordination. Senior management, executive leadership, or organizational decision-making. Strong understanding of the organizational structures, professional practices, and operating environments of civilian intelligence agencies. Ability to evaluate complex scenarios, identify inaccuracies, and provide clear, well-reasoned feedback. Excellent written English communication skills. Learn More About Our Government & Defense Work At micro1, we work with government and defense experts to evaluate how advanced AI models perform on real-world tasks. Our MissionReport benchmark assesses AI-generated military and government reports, highlighting the importance of expert judgment, accuracy, and operational understanding. Learn more: https://www.micro1.ai/benchmark/mission-report

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 50–120; currency not specified; hour.

Source restriction statements: Role Title: Federal Civil Litigation Attorney Role Type: Contractor Location: Remote micro1 is engaging experienced Federal Civil Litigation Attorneys to contribute their legal expertise to a cutting-edge AI research initiative. · Rank different versions of legal motions and provide clear explanations of your preferences and reasoning. · Preferred Qualifications Juris Doctor (JD) degree and active U.S.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Federal Civil Litigation Attorney Role Type: Contractor Location: Remote micro1 is engaging experienced Federal Civil Litigation Attorneys to contribute their legal expertise to a cutting-edge AI research initiative. In this role, you'll help improve how next-generation AI systems draft, evaluate, and refine legal arguments and court motions. We're looking for practicing attorneys with strong federal civil litigation experience and a proven track record of successful motion practice. You'll use your professional judgment to assess the quality, persuasiveness, and structure of AI-generated legal writing, providing feedback that reflects real-world litigation standards. Scope of Work Review and compare AI-generated legal motions, assessing their persuasiveness, structure, clarity, tone, and overall quality. Rank different versions of legal motions and provide clear explanations of your preferences and reasoning. Evaluate whether AI-generated motions meet professional standards and identify areas requiring improvement. Edit and refine legal motions to a ready-to-file standard, providing feedback on the changes made. Develop realistic motion-writing assignments based on federal civil litigation scenarios. Create evaluation criteria to assess the quality and effectiveness of AI-generated legal arguments. Apply practical litigation experience to identify what makes legal writing persuasive, well-structured, and effective in court. Preferred Qualifications Juris Doctor (JD) degree and active U.S. bar membership in good standing. Practicing attorney with substantial hands-on experience in federal civil litigation and motion drafting. A proven track record of winning at least three court motions, with the ability to provide supporting court filings during the screening process. Strong experience drafting substantive motions, including motions to dismiss, motions for summary judgment, or similar federal court filings. Excellent legal research, analytical, and persuasive writing skills. Ability to critically evaluate legal arguments and clearly explain what makes one approach more effective than another. Strong attention to detail, particularly in legal reasoning, citation accuracy, document structure, and professional writing standards. Experience in appellate litigation or a previous judicial clerkship combined with litigation practice is also highly relevant.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 150–250; currency not specified; hour.

Source restriction statements: Government Job Type: Full-time Location : Greater Washington DC area (onsite requirement 3-4x per week) The Role We’re hiring a Senior Forward Deployed Engineer to lead the development and deployment of applied AI systems across research and production. · Preferred Qualifications Active U.S. · security clearance or eligibility and willingness to obtain one. · Government, defense, intelligence, or national security missions. · Compensation & Benefits Notice The national pay range for this full-time position is base salary of $200,000 –$250,000. · All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. · micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. · All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Job Title: Senior Forward Deployed Engineer, U.S. Government Job Type: Full-time Location : Greater Washington DC area (onsite requirement 3-4x per week) The Role We’re hiring a Senior Forward Deployed Engineer to lead the development and deployment of applied AI systems across research and production. This role spans model experimentation, infrastructure, and deployment in high-assurance, mission-critical environments, including forward-deployed work with strategic U.S. Government partners. You’ll own complex technical initiatives, drive architectural decisions, and translate mission requirements into reliable, production-ready AI systems while providing technical leadership and ensuring mission success. What You’ll Work On Lead the design and deployment of agentic AI systems supporting high-impact U.S. Government missions, from prototype to production. Architect and integrate LLM applications, including multi-agent systems, tool-using agents, RAG workflows, and human-in-the-loop autonomy. Serve as a senior technical partner to government stakeholders, translating mission needs into scalable, reliable systems. Lead the development of large-scale data curation and evaluation pipelines for model training and improvement. Design and scale infrastructure for model inference, experimentation, evaluation, and deployment across frontier AI platforms. Build AI systems that turn mission data, models, and tools into real operational autonomy. Own the full technical lifecycle, including architecture, implementation, deployment, reliability, security, and iteration. Drive technical decisions, resolve complex engineering challenges, and provide mentorship and guidance to other engineers. What We're Looking For Extensive professional software engineering experience, with a proven track record of owning and delivering complex, production-grade systems. Advanced Python engineering skills with demonstrated end-to-end technical ownership. Strong hands-on experience developing and deploying LLM applications and agentic AI systems. Experience designing and scaling data pipelines, ML infrastructure, and model evaluation systems. Familiarity with RL workflows, simulation environments, or model experimentation. Demonstrated ability to lead technical initiatives, make architectural decisions, and mentor engineers. Ability to operate independently in ambiguous, partner-facing environments with strong technical and operational accountability. Comfortable working in high-security, high-reliability, and mission-critical environments. Preferred Qualifications Active U.S. security clearance or eligibility and willingness to obtain one. Experience supporting U.S. Government, defense, intelligence, or national security missions. Prior experience at a startup, defense organization, Department of War, or government-focused technology company. Experience leading technical initiatives and working directly with government stakeholders. Background operating in fast-moving startup environments, mission-critical government settings, or both. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $200,000 –$250,000. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Other source conditions: full-time · Flexible · job Location Type: TELECOMMUTE · location type: hybrid

Source pay statements: Source ideal hourly rate: 40–60; currency not specified; hour. · Source ideal monthly salary min: undefined; currency not specified; month. · Source ideal monthly salary max: undefined; currency not specified; month. · Source ideal yearly compensation: 300000–500000; currency not specified; year.

Source restriction statements: Role Title: Inpatient Coder Role Type: Contractor Location: United States, Remote micro1 is engaging Inpatient Coders to contribute to a valued project focused on enhancing inpatient clinical coding accuracy and data quality.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Inpatient Coder Role Type: Contractor Location: United States, Remote micro1 is engaging Inpatient Coders to contribute to a valued project focused on enhancing inpatient clinical coding accuracy and data quality. In this role, you’ll apply your facility coding expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. Scope of Work Review clinical documentation for accuracy, completeness, and coding integrity. Evaluate AI-generated clinical notes and summaries against real-world documentation and coding standards. Validate alignment between clinical documentation and assigned codes. Write prompts that test how an AI handles real healthcare administrative work, including billing and coding, insurance and prior authorization, scheduling, and regulatory compliance. Correct the code/data when the model falls short, grounded in day-to-day operational experience. Required Qualifications Active coding certification such as CIC, CCS or CPC. Inpatient ICD-10-CM coding experience, including DRG, MCC/CC, and POA concepts. Demonstrated expertise in reviewing and abstracting information from EMRs. Strong analytical skills and the ability to interpret complex clinical documentation. Availability of at least 10 hours per week. US-based. Compensation Structure: Compensation is task-based , meaning experts are paid per completed task that meets the project specifications. The average handling time (AHT) is approximately 1 hour per task , and the effective hourly rate will depend on the number of tasks completed and successfully signed off times the selected rate.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 50–70; currency not specified; hour.

Source restriction statements: Job Title: Chinese Voice Coach Job Type: Contract Location: Remote Opportunity Snapshot Pay:$30-$60/hour Commitment: Flexible — work on your own schedule Location: Fully remote You’ll need: Native or near-native Chinese, a quiet space, and reliable internet Your tasks: Coach Chinese pronunciation and delivery, and evaluate speech samples in your language Job Summary: In this role, you’ll apply your expertise to help train next-generation AI systems. · Background in voice specialization, linguistics, phonetics, music/audio engineering, or related fields is prefered. · Preferred Qualifications Background in voice specialization, linguistics, phonetics, music/audio engineering, or related fields How the selection process works Apply and complete the screening questions Complete the AI interview for this role Profile review Onboarding — our Talent Ops team will get you set up

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Job Title: Chinese Voice Coach Job Type: Contract Location: Remote Opportunity Snapshot Pay:$30-$60/hour Commitment: Flexible — work on your own schedule Location: Fully remote You’ll need: Native or near-native Chinese, a quiet space, and reliable internet Your tasks: Coach Chinese pronunciation and delivery, and evaluate speech samples in your language Job Summary: In this role, you’ll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Listen to audio clips in Chinese and evaluate the nativeness and fluency of the speaker or model output. Assess pronunciation, intonation, and linguistic authenticity according to established guidelines. Document your assessments with clear, concise written feedback in English, noting key linguistic factors. Provide detailed justifications for each evaluation to ensure clarity and consistency in results. Collaborate with project coordinators to clarify requirements or address ambiguities in language content. Contribute insights to help improve AI model performance in Chinese language understanding and generation. Ensure timely and accurate completion of assigned audio review tasks, maintaining high standards of quality. Required Skills and Qualifications Native-level proficiency in Chinese, with strong command of both spoken and written language. Minimum B2 level proficiency in English, especially for written and verbal communication. Background in voice specialization, linguistics, phonetics, music/audio engineering, or related fields is prefered. Experience with audio analysis, transcription, or linguistic assessment is highly valued. Strong attention to detail and ability to articulate nuanced language differences. Excellent written and verbal communication skills, with a focus on clarity and accuracy. Familiarity with media, communications, or teaching is considered an asset. Preferred Qualifications Background in voice specialization, linguistics, phonetics, music/audio engineering, or related fields How the selection process works Apply and complete the screening questions Complete the AI interview for this role Profile review Onboarding — our Talent Ops team will get you set up

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 30–65; currency not specified; hour.

Source restriction statements: Role Title: Arabic Voice Actor (Egypt dialect) Role Type: Contractor Location: Remote micro1 is engaging Arabic Voice Actor (Egypt dialect) professionals to support a customer’s project focused on advanced AI language capabilities. · Preferred Qualifications Native or near-native proficiency in Egyptian Arabic, with demonstrable voice performance experience.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Arabic Voice Actor (Egypt dialect) Role Type: Contractor Location: Remote micro1 is engaging Arabic Voice Actor (Egypt dialect) professionals to support a customer’s project focused on advanced AI language capabilities. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Deliver clear, high-quality voice recordings in Egyptian Arabic as specified by project guidelines. Interpret and perform a variety of scripts, texts, or prompts capturing natural conversational tone and authentic dialect nuance. Review, revise, and refine recordings to ensure accuracy, clarity, and cultural relevance. Provide feedback on script phrasing or dialogue authenticity as needed. Collaborate with project coordinators through both written and verbal communication to clarify requirements and implement feedback. Meet project milestones by submitting completed deliverables through designated digital platforms. Maintain consistency in style, pronunciation, and technical quality throughout all assignments. Preferred Qualifications Native or near-native proficiency in Egyptian Arabic, with demonstrable voice performance experience. Proven ability to convey emotion, intent, and subtle nuances of Egyptian dialect across diverse topics. Strong written and verbal communication skills, with attention to detail in pronunciation and tone. Background in voice acting, broadcasting, dubbing, or similar fields. Comfortable using modern recording equipment and audio editing software. Reliable access to a quiet recording environment and professional-grade audio setup. Adaptability to project feedback and openness to iterative improvement.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 30–65; currency not specified; hour.

Source restriction statements: Job Title: Arabic (Saudi) Voice Actor Job Type: Contract Location: Remote Job Summary: Join our customer's team as an Arabic Language Expert (Saudi) and play a pivotal role in enhancing multilingual language resources. · This part-time, remote opportunity is ideal for native Saudi Arabic speakers who are passionate about language, cultural authenticity, and effective communication. · Collaborate remotely with the customer's team to receive instructions, provide feedback, and deliver completed tasks. · Comfort working independently in a remote, part-time environment. · Preferred Qualifications: Previous experience in language teaching, linguistics, or translation roles.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Job Title: Arabic (Saudi) Voice Actor Job Type: Contract Location: Remote Job Summary: Join our customer's team as an Arabic Language Expert (Saudi) and play a pivotal role in enhancing multilingual language resources. This part-time, remote opportunity is ideal for native Saudi Arabic speakers who are passionate about language, cultural authenticity, and effective communication. Utilize your linguistic expertise to deliver high-quality audio samples and precise transcriptions for an impactful language learning experience. Key Responsibilities: Record a variety of audio phrases in native Saudi Arabic using your own device, contributing to a diverse audio database. Submit clear, accurate transcriptions of all recorded phrases, ensuring linguistic precision and cultural relevance. Collaborate remotely with the customer's team to receive instructions, provide feedback, and deliver completed tasks. Demonstrate professional written and verbal communication skills throughout all team engagements. Maintain deadlines and manage task priorities efficiently in a part-time, flexible work structure. Ensure the authenticity of language usage, reflecting true Saudi dialect and expressions. Promote diversity in recordings by utilizing different microphones or smartphones as available. Required Skills and Qualifications: Native proficiency in Saudi Arabic, with a deep understanding of local dialects and cultural nuances. Excellent written and verbal communication skills in both Arabic and English. Demonstrated ability to transcribe spoken language accurately and efficiently. Comfort working independently in a remote, part-time environment. Strong attention to detail and commitment to linguistic quality and consistency. Multilingual abilities, with proficiency in English to follow project guidelines and team communications. Ability to use a range of audio recording devices (no restriction on equipment quality). Preferred Qualifications: Previous experience in language teaching, linguistics, or translation roles. Familiarity with language technology or language learning tools. Experience in delivering high-quality audio and written language data on digital platforms.

Other source conditions: part-time · Flexible · job Location Type: TELECOMMUTE · location type: remote

Source pay statements: Source ideal hourly rate: 30–65; currency not specified; hour.

Source restriction statements: Role Title: Aerospace Engineering Expert Role Type: Contractor Location: Remote Opportunity Snapshot Pay: $80- $185/hour Commitment: Flexible — fits alongside your current role Location: Fully remote You’ll need: Master’s or PhD in aerospace or a closely related field, plus principal-level industry experience or a faculty appointment Your tasks: Build challenging technical problems from your own domain and define what makes an answer correct You'll be working on The work draws on what you already know: the problems where the textbook answer isn’t enough, where the right approach depends on reading the constraints correctly, where a plausible-looking solution is quietly wrong.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Aerospace Engineering Expert Role Type: Contractor Location: Remote Opportunity Snapshot Pay: $80- $185/hour Commitment: Flexible — fits alongside your current role Location: Fully remote You’ll need: Master’s or PhD in aerospace or a closely related field, plus principal-level industry experience or a faculty appointment Your tasks: Build challenging technical problems from your own domain and define what makes an answer correct You'll be working on The work draws on what you already know: the problems where the textbook answer isn’t enough, where the right approach depends on reading the constraints correctly, where a plausible-looking solution is quietly wrong. You’ll build those problems, provide the correct analysis, and define what separates a right answer from one that only looks right. What you’ll do Design difficult technical problems from your own area — aerodynamics, propulsion, structures, GNC, orbital mechanics, systems engineering — with realistic constraints and supporting data. Provide the correct solution and walk through the reasoning that gets there. Define objective criteria for correctness, so another expert reviewing the work would reach the same verdict. Review problems built by other contributors for technical accuracy and soundness of method. Flag problems that turn out to be ambiguous or ungradable rather than submitting them. What we’re looking for Master’s or PhD in aerospace engineering, mechanical engineering, or a closely related field. Principal, staff, or fellow-level experience at a major aerospace organization, or a faculty appointment at a leading university. Deep technical depth in at least one aerospace subdomain, with hands-on ownership of the work. Able to explain why an answer is correct clearly enough that another engineer could verify it. Publications, patents, or a record of technical leadership is a strong plus. AI or LLM evaluation experience is a plus, but not required. How the selection process works Apply and complete the screening questions Complete the AI interview for this role — it’s how your expertise gets in front of the client Profile review Onboarding — our Talent Ops team will get you set up

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 85–185; currency not specified; hour.

Source restriction statements: Role Title: Semiconductor Engineering Expert Role Type: Contractor Location: Remote Opportunity Snapshot Pay: $80- $185/hour Commitment: Flexible — fits alongside your current role Location: Fully remote You’ll need: Master’s or PhD in electrical engineering, materials, physics, or a closely related field, plus principal-level industry experience or a faculty appointment Your tasks: Build challenging technical problems from your own domain and define what makes an answer correct You'll be working on The problems where the textbook answer isn’t enough, where the right approach depends on reading the constraints correctly, where a plausible-looking solution is quietly wrong.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Semiconductor Engineering Expert Role Type: Contractor Location: Remote Opportunity Snapshot Pay: $80- $185/hour Commitment: Flexible — fits alongside your current role Location: Fully remote You’ll need: Master’s or PhD in electrical engineering, materials, physics, or a closely related field, plus principal-level industry experience or a faculty appointment Your tasks: Build challenging technical problems from your own domain and define what makes an answer correct You'll be working on The problems where the textbook answer isn’t enough, where the right approach depends on reading the constraints correctly, where a plausible-looking solution is quietly wrong. You’ll build those problems, provide the correct analysis, and define what separates a right answer from one that only looks righ What you’ll do Design difficult technical problems from your own area — device physics, process integration, circuit design, lithography, packaging, yield and reliability — with realistic constraints and supporting data. Provide the correct solution and walk through the reasoning that gets there. Define objective criteria for correctness, so another expert reviewing the work would reach the same verdict. Review problems built by other contributors for technical accuracy and soundness of method. Flag problems that turn out to be ambiguous or ungradable rather than submitting them. What we’re looking for Master’s or PhD in electrical engineering, materials science, applied physics, or a closely related field. Principal, staff, or fellow-level experience at a major semiconductor company, or a faculty appointment at a leading university. Deep technical depth in at least one semiconductor subdomain, with hands-on ownership of the work. Able to explain why an answer is correct clearly enough that another engineer could verify it. Publications, patents, or a record of technical leadership is a strong plus. AI or LLM evaluation experience is a plus, but not required. How the selection process works Apply and complete the screening questions Complete the AI interview for this role — it’s how your expertise gets in front of the client Profile review Onboarding — our Talent Ops team will get you set up

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 85–185; currency not specified; hour.

Source restriction statements: Role Title: Manufacturing & Industrial Engineering Expert Role Type: Contractor Location: Remote Opportunity Snapshot Pay: $80- $185/hour Commitment: Flexible — fits alongside your current role Location: Fully remote You’ll need: Master’s or PhD in manufacturing, industrial, or mechanical engineering, plus principal-level industry experience or a faculty appointment Your tasks: Build challenging technical problems from your own domain and define what makes an answer correct You'll be working on The problems where the textbook answer isn’t enough, where the right approach depends on reading the constraints correctly, where a plausible-looking solution is quietly wrong.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Manufacturing & Industrial Engineering Expert Role Type: Contractor Location: Remote Opportunity Snapshot Pay: $80- $185/hour Commitment: Flexible — fits alongside your current role Location: Fully remote You’ll need: Master’s or PhD in manufacturing, industrial, or mechanical engineering, plus principal-level industry experience or a faculty appointment Your tasks: Build challenging technical problems from your own domain and define what makes an answer correct You'll be working on The problems where the textbook answer isn’t enough, where the right approach depends on reading the constraints correctly, where a plausible-looking solution is quietly wrong. You’ll build those problems, provide the correct analysis, and define what separates a right answer from one that only looks right. What you’ll do Design difficult technical problems from your own area — process design, production systems, quality engineering, automation, supply chain and operations modeling — with realistic constraints and supporting data. Provide the correct solution and walk through the reasoning that gets there. Define objective criteria for correctness, so another expert reviewing the work would reach the same verdict. Review problems built by other contributors for technical accuracy and soundness of method. Flag problems that turn out to be ambiguous or ungradable rather than submitting them. What we’re looking for Master’s or PhD in manufacturing, industrial, mechanical engineering, or a closely related field. Principal, staff, or fellow-level experience at a major manufacturing organization, or a faculty appointment at a leading university. Deep technical depth in at least one subdomain, with hands-on ownership of the work. Able to explain why an answer is correct clearly enough that another engineer could verify it. Publications, patents, or a record of technical leadership is a strong plus. AI or LLM evaluation experience is a plus, but not required. How the selection process works Apply and complete the screening questions Complete the AI interview for this role — it’s how your expertise gets in front of the client Profile review Onboarding — our Talent Ops team will get you set up

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 85–185; currency not specified; hour.

Source restriction statements: Role Title: Materials Science Expert Role Type: Contractor Location: Remote Opportunity Snapshot Pay: $80- $185/hour Commitment: Flexible — fits alongside your current role Location: Fully remote You’ll need: Master’s or PhD in materials science or a closely related field, plus principal-level industry experience or a faculty appointment Your tasks: Build challenging technical problems from your own domain and define what makes an answer correct You'll be working on The problems where the textbook answer isn’t enough, where the right approach depends on reading the constraints correctly, where a plausible-looking solution is quietly wrong. · Principal, staff, or fellow-level experience in industrial or national lab research, or a faculty appointment at a leading university.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Materials Science Expert Role Type: Contractor Location: Remote Opportunity Snapshot Pay: $80- $185/hour Commitment: Flexible — fits alongside your current role Location: Fully remote You’ll need: Master’s or PhD in materials science or a closely related field, plus principal-level industry experience or a faculty appointment Your tasks: Build challenging technical problems from your own domain and define what makes an answer correct You'll be working on The problems where the textbook answer isn’t enough, where the right approach depends on reading the constraints correctly, where a plausible-looking solution is quietly wrong. You’ll build those problems, provide the correct analysis, and define what separates a right answer from one that only looks right. What you’ll do Design difficult technical problems from your own area — structure-property relationships, processing, characterization, failure analysis, computational materials — with realistic constraints and supporting data. Provide the correct solution and walk through the reasoning that gets there. Define objective criteria for correctness, so another expert reviewing the work would reach the same verdict. Review problems built by other contributors for technical accuracy and soundness of method. Flag problems that turn out to be ambiguous or ungradable rather than submitting them. What we’re looking for Master’s or PhD in materials science, metallurgy, ceramics, polymer science, condensed matter physics, or a closely related field. Principal, staff, or fellow-level experience in industrial or national lab research, or a faculty appointment at a leading university. Deep technical depth in at least one materials subdomain, with hands-on ownership of the work. Able to explain why an answer is correct clearly enough that another scientist could verify it. Publications, patents, or a record of technical leadership is a strong plus. AI or LLM evaluation experience is a plus, but not required. How the selection process works Apply and complete the screening questions Complete the AI interview for this role — it’s how your expertise gets in front of the client Profile review Onboarding — our Talent Ops team will get you set up

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 85–185; currency not specified; hour.

Source restriction statements: Role Title: Principal Engineer / Professor — Technical Expert Role Type: Contractor Location: Remote Opportunity Snapshot Pay: $80- $185/hour Commitment: Flexible — fits alongside your current role Location: Fully remote You’ll need: Master’s or PhD in an engineering or physical science field, plus principal-level industry experience or a faculty appointment Your tasks: Build challenging technical problems from your own domain and define what makes an answer correct micro1 is engaging principal-level engineers, scientists, and faculty to design the technical problems that measure what AI systems can actually do. · Principal, staff, or fellow-level experience at a major engineering organization, a national lab, or a faculty appointment at a leading university.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Principal Engineer / Professor — Technical Expert Role Type: Contractor Location: Remote Opportunity Snapshot Pay: $80- $185/hour Commitment: Flexible — fits alongside your current role Location: Fully remote You’ll need: Master’s or PhD in an engineering or physical science field, plus principal-level industry experience or a faculty appointment Your tasks: Build challenging technical problems from your own domain and define what makes an answer correct micro1 is engaging principal-level engineers, scientists, and faculty to design the technical problems that measure what AI systems can actually do. Your domain expertise is what matters here — no prior AI experience required. We’re building this across four areas: aerospace, semiconductors, manufacturing and industrial engineering, and materials science. If your work sits in one of those — or across two of them — this is for you. The work draws on what you already know: the problems where the textbook answer isn’t enough, where the right approach depends on reading the constraints correctly, where a plausible-looking solution is quietly wrong. What you’ll do Design difficult technical problems from your own area, with realistic constraints and supporting data. Provide the correct solution and walk through the reasoning that gets there. Define objective criteria for correctness, so another expert reviewing the work would reach the same verdict. Review problems built by other contributors for technical accuracy and soundness of method. Flag problems that turn out to be ambiguous or ungradable rather than submitting them. What we’re looking for Master’s or PhD in engineering, physics, materials, or a closely related field. Principal, staff, or fellow-level experience at a major engineering organization, a national lab, or a faculty appointment at a leading university. Deep technical depth in at least one area, with hands-on ownership of the work. Able to explain why an answer is correct clearly enough that another expert could verify it. Publications, patents, or a record of technical leadership is a strong plus. How the selection process works Apply and complete the screening questions Complete the AI interview for this role Profile review Onboarding — our Talent Ops team will get you set up

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 85–185; currency not specified; hour.

Source restriction statements: Role Title: Hindi Bilingual Expert Role Type: Contractor Location: Remote micro1 is engaging Hindi bilingual experts to contribute to a customer's audio project focused on advancing machine learning. · Preferred Qualifications Native-level proficiency in Hindi, with clear enunciation and natural fluency. · Background in voice specialization, linguistics, phonetics, music/audio engineering, or related fields is prefered.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Hindi Bilingual Expert Role Type: Contractor Location: Remote micro1 is engaging Hindi bilingual experts to contribute to a customer's audio project focused on advancing machine learning. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required - your domain knowledge is what matters. Scope of Work Listen to audio clips in Hindi and evaluate the nativeness and fluency of the speaker or model output. Assess pronunciation, intonation, and linguistic authenticity according to established guidelines. Document your assessments with clear, concise written feedback in English, noting key linguistic factors. Provide detailed justifications for each evaluation to ensure clarity and consistency in results. Collaborate with project coordinators to clarify requirements or address ambiguities in language content. Contribute insights to help improve AI model performance in Hindi language understanding and generation. Ensure timely and accurate completion of assigned audio review tasks, maintaining high standards of quality. Preferred Qualifications Native-level proficiency in Hindi, with clear enunciation and natural fluency. Minimum B2 level proficiency in English, especially for written and verbal communication. Background in voice specialization, linguistics, phonetics, music/audio engineering, or related fields is prefered. Experience with audio analysis, transcription, or linguistic assessment is highly valued. Strong attention to detail and ability to articulate nuanced language differences. Excellent written and verbal communication skills, with a focus on clarity and accuracy. Familiarity with media, communications, or teaching is considered an asset.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 30–65; currency not specified; hour.

Source restriction statements: Role Title: German Bilingual Expert Role Type: Contractor Location: Remote micro1 is engaging German Bilingual Experts to contribute to a unique customer project focused on advancing artificial intelligence solutions. · Preferred Qualifications Native or near-native proficiency in German, with strong command of written and spoken communication.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: German Bilingual Expert Role Type: Contractor Location: Remote micro1 is engaging German Bilingual Experts to contribute to a unique customer project focused on advancing artificial intelligence solutions. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is ideal for professionals passionate about the German language, who care deeply about both written and verbal communication, and who are excited to impact the future of technology through their linguistic and cultural insights. Scope of Work Listen to audio clips in German and evaluate the nativeness and fluency of the speaker or model output. Assess pronunciation, intonation, and linguistic authenticity according to established guidelines. Document your assessments with clear, concise written feedback in English, noting key linguistic factors. Provide detailed justifications for each evaluation to ensure clarity and consistency in results. Collaborate with project coordinators to clarify requirements or address ambiguities in language content. Contribute insights to help improve AI model performance in German language understanding and generation. Ensure timely and accurate completion of assigned audio review tasks, maintaining high standards of quality. Preferred Qualifications Native or near-native proficiency in German, with strong command of written and spoken communication. Demonstrated expertise in linguistics, translation, localization, or a related language field. Proven experience with editorial, proofreading, or content review assignments in German. Familiarity with digital tools for documentation, collaboration, and content management. Ability to articulate complex language concepts to both technical and non-technical audiences. Detail-oriented, analytical mindset and commitment to linguistic quality. Previous participation in technology, AI, or data-driven projects is a plus, but not required.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 30–65; currency not specified; hour.

Source restriction statements: Role Title: Japanese Bilingual Expert Role Type: Contractor Location: Remote micro1 is engaging Japanese Bilingual Experts to contribute to a customer’s project. · Preferred Qualifications Native-level proficiency in Japanese, with clear enunciation and natural fluency. · Background in voice specialization, linguistics, phonetics, music/audio engineering, or related fields is prefered.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Japanese Bilingual Expert Role Type: Contractor Location: Remote micro1 is engaging Japanese Bilingual Experts to contribute to a customer’s project. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Listen to audio clips in Japanese and evaluate the nativeness and fluency of the speaker or model output. Assess pronunciation, intonation, and linguistic authenticity according to established guidelines. Document your assessments with clear, concise written feedback in English, noting key linguistic factors. Provide detailed justifications for each evaluation to ensure clarity and consistency in results. Collaborate with project coordinators to clarify requirements or address ambiguities in language content. Contribute insights to help improve AI model performance in Japanese language understanding and generation. Ensure timely and accurate completion of assigned audio review tasks, maintaining high standards of quality. Preferred Qualifications Native-level proficiency in Japanese, with clear enunciation and natural fluency. Minimum B2 level proficiency in English, especially for written and verbal communication. Background in voice specialization, linguistics, phonetics, music/audio engineering, or related fields is prefered. Experience with audio analysis, transcription, or linguistic assessment is highly valued. Strong attention to detail and ability to articulate nuanced language differences. Excellent written and verbal communication skills, with a focus on clarity and accuracy. Familiarity with media, communications, or teaching is considered an asset.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 30–65; currency not specified; hour.

Source restriction statements: Role Title: French Bilingual Expert Role Type: Contractor Location: Remote micro1 is engaging French Bilingual Experts to participate in a high-impact project for a valued customer. · This is an opportunity to contribute to the future of AI from the comfort of your chosen location, utilizing your proficiency in nuanced written and verbal communication. · Preferred Qualifications Native-level proficiency in French, with clear enunciation and natural fluency. · Background in voice specialization, linguistics, phonetics, music/audio engineering, or related fields is prefered.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: French Bilingual Expert Role Type: Contractor Location: Remote micro1 is engaging French Bilingual Experts to participate in a high-impact project for a valued customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Leveraging your fluency in both French and English, you'll be involved in crafting, reviewing, and enhancing language data that powers emerging AI technologies. This is an opportunity to contribute to the future of AI from the comfort of your chosen location, utilizing your proficiency in nuanced written and verbal communication. Scope of Work Listen to audio clips in French and evaluate the nativeness and fluency of the speaker or model output. Assess pronunciation, intonation, and linguistic authenticity according to established guidelines. Document your assessments with clear, concise written feedback in English, noting key linguistic factors. Provide detailed justifications for each evaluation to ensure clarity and consistency in results. Collaborate with project coordinators to clarify requirements or address ambiguities in language content. Contribute insights to help improve AI model performance in French language understanding and generation. Ensure timely and accurate completion of assigned audio review tasks, maintaining high standards of quality. Preferred Qualifications Native-level proficiency in French, with clear enunciation and natural fluency. Minimum B2 level proficiency in English, especially for written and verbal communication. Background in voice specialization, linguistics, phonetics, music/audio engineering, or related fields is prefered. Experience with audio analysis, transcription, or linguistic assessment is highly valued. Strong attention to detail and ability to articulate nuanced language differences. Excellent written and verbal communication skills, with a focus on clarity and accuracy. Familiarity with media, communications, or teaching is considered an asset.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 30–65; currency not specified; hour.

Source restriction statements: Role Title: Korean Bilingual Expert Role Type: Contractor Location: Remote micro1 is engaging Korean Bilingual Experts to contribute to a high-impact project for a valued customer. · Preferred Qualifications Professional fluency in Korean and English, with demonstrated ability in both written and verbal communication. · Demonstrated ability to meet deadlines and deliver consistent, high-quality results in a remote engagement.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Korean Bilingual Expert Role Type: Contractor Location: Remote micro1 is engaging Korean Bilingual Experts to contribute to a high-impact project for a valued customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Listen to audio clips in Korean and evaluate the nativeness and fluency of the speaker or model output. Assess pronunciation, intonation, and linguistic authenticity according to established guidelines. Document your assessments with clear, concise written feedback in English, noting key linguistic factors. Provide detailed justifications for each evaluation to ensure clarity and consistency in results. Collaborate with project coordinators to clarify requirements or address ambiguities in language content. Contribute insights to help improve AI model performance in Korean language understanding and generation. Ensure timely and accurate completion of assigned audio review tasks, maintaining high standards of quality. Preferred Qualifications Professional fluency in Korean and English, with demonstrated ability in both written and verbal communication. Proficiency in Korean, with experience navigating multilingual contexts. Background in translation, linguistic quality evaluation, or language instruction. Strong attention to detail, especially in identifying linguistic subtleties and cultural context. Prior participation in projects related to AI, data annotation, or content localization is advantageous. Demonstrated ability to meet deadlines and deliver consistent, high-quality results in a remote engagement. Excellent interpersonal and collaborative skills, with a passion for language and technology.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 30–65; currency not specified; hour.

Source restriction statements: Role Title: Portuguese Bilingual Expert (Brazil) Role Type: Contractor Location: Remote micro1 is engaging Portuguese Bilingual Experts (Brazil) to contribute to a customer's project focused on advancing AI-powered technologies and language understanding. · Preferred Qualifications Native-level proficiency in Portuguese, with clear enunciation and natural fluency. · Background in voice specialization, linguistics, phonetics, music/audio engineering, or related fields is prefered.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Portuguese Bilingual Expert (Brazil) Role Type: Contractor Location: Remote micro1 is engaging Portuguese Bilingual Experts (Brazil) to contribute to a customer's project focused on advancing AI-powered technologies and language understanding. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. Scope of Work Listen to audio clips in Portuguese and evaluate the nativeness and fluency of the speaker or model output. Assess pronunciation, intonation, and linguistic authenticity according to established guidelines. Document your assessments with clear, concise written feedback in English, noting key linguistic factors. Provide detailed justifications for each evaluation to ensure clarity and consistency in results. Collaborate with project coordinators to clarify requirements or address ambiguities in language content. Contribute insights to help improve AI model performance in Portuguese language understanding and generation. Ensure timely and accurate completion of assigned audio review tasks, maintaining high standards of quality. Preferred Qualifications Native-level proficiency in Portuguese, with clear enunciation and natural fluency. Minimum B2 level proficiency in English, especially for written and verbal communication. Background in voice specialization, linguistics, phonetics, music/audio engineering, or related fields is prefered. Experience with audio analysis, transcription, or linguistic assessment is highly valued. Strong attention to detail and ability to articulate nuanced language differences. Excellent written and verbal communication skills, with a focus on clarity and accuracy. Familiarity with media, communications, or teaching is considered an asset.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 30–65; currency not specified; hour.

Source restriction statements: Role Title: Music & Sound Annotation Expert Role Type: Contractor Location: Remote micro1 is engaging Music & Sound Annotation Experts to contribute to a customer's project at the forefront of music and audio technology. · What you'll do Listen to 30–90 second field recordings (headphones, your own quiet workspace) and complete structured annotations: which instruments are present, tempo and key, timestamps of background events (traffic, sirens, applause), scene details Compare paired recordings of the same song captured at different locations and judge what stayed the same and what changed In later phases: review AI model descriptions of clips and mark what's correct, wrong, or invented, with a brief written explanation Attend a paid onboarding/calibration session and a short weekly sync Who we're looking for (any of these backgrounds) Working or gigging musicians, session players, producers, or mixing engineers Music educators, ear-training instructors, band/choir directors, conservatory students or graduates Location sound recordists, sound designers, foley artists, or podcast/documentary audio editors Requirements 3+ years of hands-on music or audio experience Strong analytical listening: you can pick individual instruments out of a busy, noisy, real-world mix — not just studio recordings Can identify tempo (within a few BPM) and musical key (relative pitch with a reference is fine) Comfortable with detail-oriented, repetitive annotation work in a web platform — dropdowns, timestamps, short structured notes Clear written English for brief, evidence-based notes (e.g., "accordion enters around 0:12") Quality headphones, quiet workspace, reliable internet Available 20–25 hrs/week for the engagement window

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Music & Sound Annotation Expert Role Type: Contractor Location: Remote micro1 is engaging Music & Sound Annotation Experts to contribute to a customer's project at the forefront of music and audio technology. Your ears are the ground truth. You'll listen to short field recordings and document exactly what's audible — instruments, tempo, key, background sounds, crowd reactions — through a structured web platform built for this project. Later phases involve grading AI model answers against what you actually heard. What you'll do Listen to 30–90 second field recordings (headphones, your own quiet workspace) and complete structured annotations: which instruments are present, tempo and key, timestamps of background events (traffic, sirens, applause), scene details Compare paired recordings of the same song captured at different locations and judge what stayed the same and what changed In later phases: review AI model descriptions of clips and mark what's correct, wrong, or invented, with a brief written explanation Attend a paid onboarding/calibration session and a short weekly sync Who we're looking for (any of these backgrounds) Working or gigging musicians, session players, producers, or mixing engineers Music educators, ear-training instructors, band/choir directors, conservatory students or graduates Location sound recordists, sound designers, foley artists, or podcast/documentary audio editors Requirements 3+ years of hands-on music or audio experience Strong analytical listening: you can pick individual instruments out of a busy, noisy, real-world mix — not just studio recordings Can identify tempo (within a few BPM) and musical key (relative pitch with a reference is fine) Comfortable with detail-oriented, repetitive annotation work in a web platform — dropdowns, timestamps, short structured notes Clear written English for brief, evidence-based notes (e.g., "accordion enters around 0:12") Quality headphones, quiet workspace, reliable internet Available 20–25 hrs/week for the engagement window

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 30–45; currency not specified; hour.

Source restriction statements: Government Job Type: Full-time Location: Remote (DC area) The Role We are seeking a Client Partner to help drive adoption of advanced AI capabilities within U.S. · Preferred Experience in early-stage defense tech startups. · Compensation & Benefits Notice The national pay range for this full-time position is base salary of $150,000 –$200,000 USD. · All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. · micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. · All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Job Title: Enterprise Client Partner, U.S. Government Job Type: Full-time Location: Remote (DC area) The Role We are seeking a Client Partner to help drive adoption of advanced AI capabilities within U.S. Government and defense environments. This role is focused on building relationships across DoW, federal agencies, and defense contractors, translating mission needs into deployable AI solutions. This is an individual contributor role for someone who can operate in ambiguous, early-stage environments: owning deals end-to-end while helping shape our go-to-market motion in the defense ecosystem. What You’ll Do Identify, engage, and close opportunities across U.S. Government, DoW, and defense contractor ecosystems. Build trusted relationships with operators, program managers, and technical stakeholders in mission-critical environments. Translate real-world mission needs into AI-driven solutions that can be deployed in secure and constrained environments. Own the full deal cycle: from early discovery and stakeholder mapping through contract execution and expansion. Navigate government procurement processes, including working with primes, subcontractors, and acquisition pathways. Partner with internal product and engineering teams to align capabilities with mission requirements. Drive initial deployments and ensure successful adoption within operational workflows. Maintain clear pipeline visibility and provide insight into government demand signals and priorities. Help shape our defense GTM strategy, positioning, and early customer footprint. What We Look For Background in the U.S. military, Department of War, or broader U.S. Government ecosystem. Experience working at or with a defense contractor or defense tech company. Strong understanding of how government programs, procurement, and stakeholder dynamics operate. Ability to engage both technical and non-technical stakeholders in mission-driven environments. High ownership mindset with the ability to operate independently in an early-stage setting. Strong communication skills with the ability to translate between technical capabilities and mission outcomes. Hunger and drive to build—this is a hands-on role with significant growth potential. Preferred Experience in early-stage defense tech startups. Exposure to AI/ML, data systems, or autonomy in defense applications. Familiarity with acquisition pathways (e.g., SBIR, OTA, IDIQ). Existing network within DoW, federal agencies, or defense primes. Prior experience supporting or leading government-facing sales efforts. Compensation & Benefits Notice The national pay range for this full-time position is base salary of $150,000 –$200,000 USD. All employees are eligible for equity compensation, and employees may also receive performance-based bonuses, dependent on role and subject to company policies. micro1 provides a comprehensive benefits package, including up to 100% reimbursement for health-insurance premiums, paid time off, a 401(K) plan with a company match, and additional benefits designed to support a high-performing, remote-first workforce. micro1 is an equal opportunity employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex (including pregnancy, sexual orientation, or gender identity), national origin, age, disability, genetic information, veteran status, or any other characteristic protected by applicable local laws, regulations and ordinances. If you need assistance and/or a reasonable accommodation during the application process, reach out to support@micro1.ai. Our hiring process utilizes artificial intelligence tools to assist in candidate screening and assessment. Our AI tools are designed to complement, not replace, human decision-making. Disclaimer The information contained in this job posting, including but not limited to role responsibilities, qualifications, compensation, and benefits, is provided for informational purposes only and does not constitute a binding offer of employment. micro1 reserves the right to amend, modify, or withdraw any portion of this posting at its sole discretion and without prior notice. All employment decisions are made in accordance with applicable laws and regulations.

Other source conditions: full-time · Flexible · job Location Type: TELECOMMUTE · location type: remote

Source pay statements: Source ideal hourly rate: 2–3; currency not specified; hour. · Source ideal yearly compensation: 250000–450000; currency not specified; year.

Source restriction statements: Role Title: Video Annotation Role Type: Contractor Location: Remote micro1 is engaging Video Annotation experts to contribute to a dynamic customer project focused on high-impact data labeling. · Preferred Qualifications Demonstrated experience with video annotation and a strong understanding of annotation rubrics .

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Video Annotation Role Type: Contractor Location: Remote micro1 is engaging Video Annotation experts to contribute to a dynamic customer project focused on high-impact data labeling. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. Scope of Work Carefully review and annotate video content based on detailed guidelines and rubrics provided for the project. Apply consistent tagging, labeling, or classification to video segments, ensuring high precision and adherence to annotation standards. Document and communicate annotation decisions effectively through written and verbal channels. Utilize annotation tools or platforms, adapting quickly to new interfaces as required by the customer. Collaborate with project leads or quality assurance professionals to clarify requirements and refine outputs. Submit annotations within agreed-upon milestones, maintaining a focus on accuracy and completeness. Provide feedback on guidelines or processes to enhance annotation quality and efficiency. Preferred Qualifications Demonstrated experience with video annotation and a strong understanding of annotation rubrics . Strong written and verbal communication skills, with an emphasis on clarity and detail orientation. Ability to follow detailed instructions and adapt quickly to evolving project requirements. Experience working on data annotation, labeling, or similar projects — generalists with relevant experience are welcome. Proficiency with digital annotation tools or related software (no video editing experience needed). Proactive in seeking clarification and providing constructive feedback on processes. Commitment to delivering high-quality, accurate annotations within project timelines.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 15–25; currency not specified; hour.

Source restriction statements: Role Title: Sales and Business Development Expert Role Type: Contractor Location: Remote micro1 is engaging Sales and Business Development Experts to collaborate on an internal project focused on the training and evaluation of AI models. · Preferred Qualifications Minimum three years of hands-on experience in sales and business development roles spanning multiple sectors or markets. · Ability to adapt quickly to new tools or workflows in a remote setting.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Sales and Business Development Expert Role Type: Contractor Location: Remote micro1 is engaging Sales and Business Development Experts to collaborate on an internal project focused on the training and evaluation of AI models. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is ideal for professionals experienced in diverse sales environments, who are passionate about leveraging their insights to improve technology-driven solutions, and who excel in both written and verbal communication. Scope of Work Evaluate and assess AI interview models by responding to scenario-based questions related to sales and business development. Provide detailed, constructive feedback on the relevance, accuracy, and realism of AI-generated questions and answers. Simulate authentic sales and business development conversations with AI models across a variety of industries and deal types. Document observations regarding AI performance, highlighting strengths and areas for further improvement. Offer insights on sales best practices, objection handling, lead qualification, relationship management, and closing strategies. Contribute to the refinement of project guidelines and evaluation standards from a sales expert’s perspective. Participate in project discussions and knowledge sharing with other subject matter experts as needed. Preferred Qualifications Minimum three years of hands-on experience in sales and business development roles spanning multiple sectors or markets. Demonstrated versatility in approaches to prospecting, relationship-building, and deal execution. Exceptional written and verbal communication skills with a keen eye for detail and clarity. Experience with analyzing and critiquing interview or assessment processes is a strong advantage. Comfort with providing structured feedback and actionable recommendations. Ability to adapt quickly to new tools or workflows in a remote setting. Strong critical thinking and problem-solving capabilities, with an openness to emerging technologies.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 15–35; currency not specified; hour.

Source restriction statements: Role Title: Godot Game Developer Role Type: Contractor Location: Remote micro1 is engaging Godot Game Developers to participate in a dynamic project for a valued customer, focusing on crafting engaging interactive experiences using the Godot engine. · Preferred Qualifications Demonstrated experience in game development, whether in AAA, indie, solo, or serious hobby contexts.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Godot Game Developer Role Type: Contractor Location: Remote micro1 is engaging Godot Game Developers to participate in a dynamic project for a valued customer, focusing on crafting engaging interactive experiences using the Godot engine. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. This is an exciting opportunity for seasoned professionals who take pride in clear written and verbal communication, and who are ready to apply their Godot skills to real-world deliverables. Scope of Work Design and implement advanced gameplay systems, mechanics, and features using Godot engine. Collaborate on scene creation, visual scripting, and asset integration to ensure interactive and visually appealing content. Provide in-depth documentation and regular written feedback on game development processes and delivered components. Deliver comprehensive code reviews and mentorship to enhance the project’s overall code quality and maintainability. Identify, analyze, and resolve technical challenges, optimizing performance and user experience. Participate in iterative development cycles, contributing insights to improve playability and engagement. Support the adaptation of project assets and logic to meet evolving scope requirements. Preferred Qualifications Demonstrated experience in game development, whether in AAA, indie, solo, or serious hobby contexts. A portfolio or verifiable published work (personal site, itch.io, Steam, GitHub, game jam entries, or shipped title credits). Your portfolio is the most important part of your application and plays a major role in our selection, so please include the work that best represents your skills. Advanced proficiency with at least one major game engine (Unity, Godot, Unreal), including editor tools, scene management, and debugging utilities. Comfort with engine scripting languages such as C#, GDScript, C++, or Blueprints, with the ability to interpret, troubleshoot, and enhance gameplay logic. Proven ability to identify and resolve gameplay issues through iterative playtesting. Strong written communication skills for drafting precise task instructions and acceptance criteria. Experience in game QA, technical design, systems design, automated testing, or prior contribution to AI evaluation projects is a plus. Compensation Structure Compensation is output-based; experts are paid per task that meets the project specifications. The time required to complete work may vary depending on the expert’s experience and workflow. Minimum submission requirements apply. Experts must submit a minimum of tasks per week.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 20–60; currency not specified; hour.

Source restriction statements: Role Title: Finance Research Expert Role Type: Contractor Location: Remote Opportunity Snapshot Pay: $30 - $60 per hour Time per task: around 4 to 8 hours Location: Remote, worldwide You’ll need: Hands-on experience reading US SEC filings and familiarity with US GAAP Your tasks: Write finance research questions with a verified, sourced answer, and check each one against what AI models answer Scope of Work You will work on questions about real US public companies. · Write questions where two documents show different numbers and the answer depends on knowing which one is correct (for example, original vs.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Finance Research Expert Role Type: Contractor Location: Remote Opportunity Snapshot Pay: $30 - $60 per hour Time per task: around 4 to 8 hours Location: Remote, worldwide You’ll need: Hands-on experience reading US SEC filings and familiarity with US GAAP Your tasks: Write finance research questions with a verified, sourced answer, and check each one against what AI models answer Scope of Work You will work on questions about real US public companies. Each question points to information that sits in long filings or IR materials, or that requires comparing several of them to find the right answer. Write questions that require finding a specific figure in a 10-K, 10-Q, 8-K, proxy statement, earnings release or investor presentation. Write questions where two documents show different numbers and the answer depends on knowing which one is correct (for example, original vs. restated figures, or adjusted vs. reported). Pay attention to period and document version: the right fiscal year, the right filing, the latest amended version. Test each question against current AI models and keep only the ones they answer incorrectly. Rewrite questions when the wording allows more than one valid answer. What we’re looking for Hands-on work with US filings in one of these backgrounds: Equity research or investment analysis (sell-side or buy-side) covering US companies. Investment banking or corporate development (M&A, equity capital markets), with experience in deal filings, prospectuses, ownership history and subsidiary structures. Credit or restructuring analysis , with experience in credit agreements, bond terms and bankruptcy filings. SEC reporting or audit (Big 4 audit, corporate reporting), with experience in restatements, footnotes and how figures change across filings. Corporate law or due diligence (securities law, KYC, investigations), with experience tracing entities, executives and related parties across records. You should also be comfortable reading long filings, including footnotes and tables, and have clear written English. How the selection process works Apply with your resume and a short profile. Complete the finance interview. It is a short conversation about your experience with US filings and financial reporting. You don’t need to prepare or write anything. Finishing it is what moves your application forward. Review. We check your experience against what the project needs. Onboarding and first task. If selected, you get the guidelines and start with an initial task, which is reviewed before you continue.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 30–85; currency not specified; hour.

Source restriction statements: Location: United States (Remote) micro1 is engaging Photographers to support a customer’s initiative focused on evaluating and enhancing visual data quality. · This engagement focuses on detailed evaluation and comparison of original photographs against AI-generated images, requiring both creative insight and technical precision. · Scope of Work Upload your own original photographic content through a secure digital platform. · Preferred Qualifications Demonstrated background in photography, digital imaging, photo editing, graphic design, or a related creative discipline. · Experience with image evaluation, annotation, or quality assurance for digital or AI-driven projects is preferred.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Photographer Role Type: Contractor. Location: United States (Remote) micro1 is engaging Photographers to support a customer’s initiative focused on evaluating and enhancing visual data quality. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This engagement focuses on detailed evaluation and comparison of original photographs against AI-generated images, requiring both creative insight and technical precision. Scope of Work Upload your own original photographic content through a secure digital platform. Systematically compare your images with AI-generated counterparts, noting differences and identifying visual flaws or artifacts. Utilize your technical vocabulary to document findings regarding image quality, lighting, composition, perspective, texture, and potential anomalies. Provide clear, concise written feedback on detected issues, ensuring accuracy in your descriptions. Participate in iterative review cycles, revisiting images and adjusting feedback based on evolving project guidelines. Collaborate through written and verbal channels for clarification, discussion, and knowledge sharing as needed. Maintain profile information to support project tracking and communication. Preferred Qualifications Demonstrated background in photography, digital imaging, photo editing, graphic design, or a related creative discipline. Exceptional eye for detail and a meticulous, methodical working style. Strong written English skills, with the ability to communicate findings clearly, free from spelling or grammar errors. Experience with image evaluation, annotation, or quality assurance for digital or AI-driven projects is preferred.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 21–35; currency not specified; hour.

Source restriction statements: Role Title: Digital Artist Role Type: Contractor Location: Remote - US only micro1 is engaging Digital Artists to contribute their creative and technical expertise to a unique project focused on evaluating and enhancing AI-generated images. · This opportunity is ideal for those who excel in visual analysis, detailed critique, and clear communication, leveraging both original creations and digital photography skills to advance the state of AI image modeling. · Scope of Work Upload your own original digital images or photographs in line with provided project specifications. · Compose concise, visually precise written feedback using industry-standard terminology to describe each flaw, referencing specific locations within images. · Preferred Qualifications Located in the United States, with valid authorization to contract within the country. · Minimum of 2 years’ experience in digital art, retouching, compositing, 3D rendering, graphic design, color grading, or photography, with a portfolio of original works.

Source locations (requirement strength uncertain; check eligibility): Bangladesh · Hong Kong · India · Indonesia · Japan · Kazakhstan · Kyrgyzstan · Malaysia · Pakistan · Philippines · Singapore · Sri Lanka · Taiwan · Thailand · Uzbekistan · Vietnam · Austria · Belarus · Belgium · Denmark · France · Germany · Greece · Italy · Netherlands · Portugal · Russia · Spain · Switzerland · United Kingdom · Argentina · Brazil · Chile · Colombia · Mexico · Peru · Algeria · Bahrain · Egypt · Iraq · Jordan · Kuwait · Lebanon · Libya · Morocco · Oman · Palestine · Qatar · Saudi Arabia · Tunisia · United Arab Emirates · United States · Canada · Nigeria · Kenya · South Africa · Ghana · Ethiopia

Source description: Role Title: Digital Artist Role Type: Contractor Location: Remote - US only micro1 is engaging Digital Artists to contribute their creative and technical expertise to a unique project focused on evaluating and enhancing AI-generated images. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. This opportunity is ideal for those who excel in visual analysis, detailed critique, and clear communication, leveraging both original creations and digital photography skills to advance the state of AI image modeling. Scope of Work Upload your own original digital images or photographs in line with provided project specifications. Conduct side-by-side evaluations of your artwork against AI-generated counterparts, documenting every visible difference and deviation. Identify and articulate issues related to anatomy, color, lighting, perspective, texture, and fine detail. Detect and describe common AI artifacts, including warped anatomy, smeared or broken textures, inconsistent shadows, and irregular reflections or text. Compose concise, visually precise written feedback using industry-standard terminology to describe each flaw, referencing specific locations within images. Deliver thorough, methodical reviews, prioritizing accuracy and visual detail over speed to maintain consistent quality across all assignments. Collaborate with project coordinators and other contributors to ensure comprehensive image assessment and feedback alignment. Preferred Qualifications Located in the United States, with valid authorization to contract within the country. Minimum of 2 years’ experience in digital art, retouching, compositing, 3D rendering, graphic design, color grading, or photography, with a portfolio of original works. Proficiency in image editing and creation tools such as Photoshop, Lightroom, Procreate, Blender, or similar platforms. Exceptional written and verbal communication skills, with emphasis on descriptive and technical visual vocabulary. Demonstrated ability to detect subtle differences and accurately identify artifacts unique to AI-generated images. Basic understanding of AI image generation processes and knowledge of typical failure points (e.g., Midjourney, Stable Diffusion, Firefly, Flux experience is a plus). Experience in image evaluation, data annotation, or quality assurance in creative or technical projects is advantageous.

Other source conditions: Flexible · job Location Type: TELECOMMUTE

Source pay statements: Source ideal hourly rate: 21–35; currency not specified; hour.

Source restriction statements: Experience in annotation, data labeling, AI training, RLHF, SFT, or model evaluation is preferred. · Fully remote and flexible work environment.

Source description: About Turing: Turing is one of the world’s fastest-growing AI companies accelerating the advancement and deployment of powerful AI systems. Turing helps customers in two ways: Working with the world’s leading AI labs to advance frontier model capabilities in thinking, reasoning, coding, agentic behavior, multimodality, multilinguality, STEM and frontier knowledge; and leveraging that work to build real-world AI systems that solve mission-critical priorities for companies. Role Overview Lead the end-to-end delivery of large-scale multimodal AI annotation projects while managing clients, teams, quality, timelines, and budgets. The role requires making quick, data-driven decisions in a fast-paced environment with tight, often 24-hour, delivery timelines. Key Responsibilities Manage project scope, resources, timelines, budgets, and delivery. Act as the primary client contact and manage stakeholder communication. Lead and mentor Team Leads. Partner with Quality Managers to maintain quality standards. Monitor throughput, accuracy, and turnaround time. Identify risks and take corrective action promptly. Scale teams and improve processes based on project requirements. Required Qualifications 7+ years of experience, including 4+ years in team leadership. Experience managing complex, high-volume projects. Strong client communication and stakeholder management skills. Data-driven decision-making and familiarity with performance metrics. Experience in annotation, data labeling, AI training, RLHF, SFT, or model evaluation is preferred. Perks of Freelancing With Turing: Work at the forefront of AI applications in accounting and finance. Fully remote and flexible work environment. Opportunity to collaborate on high-impact projects with global reach. Offer Details: This is a project-based role involving a defined number of evaluation tasks. Each task will involve comparing multiple chatbots and providing a final assessment. Work Schedule: Five working days per week, including weekends as required, with two weekdays off. Work Hours - 7am-4pm PST Duration: 16 weeks.

Other source conditions: flex talent location type: remote

Source restriction statements: Freelance · Remote · North America (only) About Turing Turing is one of the world’s leading AGI infrastructure companies, working with frontier AI labs to accelerate model development through high-quality training data, evaluations, and engineering talent. · Engagement Details Compensation: $100-$150/hour, please provide a specific hourly rate expectation Availability: 20-40 hours/week, with at least 6 hours of Pacific Time overlap/day Type: Independent contractor Duration: Approximately 3 months Start: As soon as possible Location: North America (Only) About the Role We’re looking for experienced, hands-on software engineers to help evaluate and improve AI coding models . · What You’ll Do Design, refine, and iterate on rubrics and evaluation criteria for preference data Review and label data with a high quality bar, catching subtle issues others might overlook Build and maintain pipelines and infrastructure supporting data generation, collection, and evaluation workflows Synthesize findings from data work into clear write-ups, updates, and recommendations for the team Collaborate closely with researchers and engineers to translate qualitative judgment into scalable processes What We’re Looking For 5+ years of hands-on software engineering experience Strong proficiency in Python, TypeScript/JavaScript, Go, or another major production language Experience working in substantial real-world codebases Strong code-review skills and technical judgment Ability to clearly explain why an implementation is correct, incorrect, or could be improved Strong written communication Experience using modern LLMs or AI coding tools Experience with LLM evaluation, coding agents, RLHF, preference data, rubric design, or post-training is a plus, but not required.

Source description: Freelance · Remote · North America (only) About Turing Turing is one of the world’s leading AGI infrastructure companies, working with frontier AI labs to accelerate model development through high-quality training data, evaluations, and engineering talent. Engagement Details Compensation: $100-$150/hour, please provide a specific hourly rate expectation Availability: 20-40 hours/week, with at least 6 hours of Pacific Time overlap/day Type: Independent contractor Duration: Approximately 3 months Start: As soon as possible Location: North America (Only) About the Role We’re looking for experienced, hands-on software engineers to help evaluate and improve AI coding models . Rather than primarily building production applications, you’ll work with coding agents across real-world repositories and assess the quality of their work. You’ll review generated code and agent behavior, determine whether solutions are technically correct, identify failure modes, and create the evaluation signals and feedback used to improve model performance. Think of the coding agent as another engineer whose work you’re reviewing: Can it understand the task? Did it choose the right approach? Is the resulting code correct, robust, and maintainable? Can you explain precisely where it succeeded or failed? What You’ll Do Design, refine, and iterate on rubrics and evaluation criteria for preference data Review and label data with a high quality bar, catching subtle issues others might overlook Build and maintain pipelines and infrastructure supporting data generation, collection, and evaluation workflows Synthesize findings from data work into clear write-ups, updates, and recommendations for the team Collaborate closely with researchers and engineers to translate qualitative judgment into scalable processes What We’re Looking For 5+ years of hands-on software engineering experience Strong proficiency in Python, TypeScript/JavaScript, Go, or another major production language Experience working in substantial real-world codebases Strong code-review skills and technical judgment Ability to clearly explain why an implementation is correct, incorrect, or could be improved Strong written communication Experience using modern LLMs or AI coding tools Experience with LLM evaluation, coding agents, RLHF, preference data, rubric design, or post-training is a plus, but not required. Evaluation Process AI interview (~25 minutes) Practical code/AI evaluation exercise (~30 minutes) Hiring manager interview (~20 minutes) The practical exercise focuses on your ability to review and evaluate AI-generated code , not competitive programming or algorithm puzzles.

Other source conditions: flex talent location type: remote

Source restriction statements: Project Snapshot $25/hour 16-week project (with potential chances of extension) 20 hours/week commitment, with eligibility for up to 40 hours/week Fully remote | Paid in USD Potential Start date - 26/October/2026 or nearby dates What You’ll Do Review AI-generated prompts and responses in English. · Assess how well AI understands everyday context, preferences, relationships, routines, and experiences.

Source description: About Turing: Turing’s mission is to accelerate superintelligence to drive real economic progress. Headquartered in San Francisco, Turing works with frontier AI labs to generate high-quality data, evaluations, and reinforcement learning environments that improve model capabilities in coding, reasoning, tool use, and multimodality. In coding, Turing is the largest and longest-running data provider in the category. Turing also works with Fortune 500 enterprises across Financial Services, Life Sciences, Healthcare, Retail, Automotive, and CPG to build and deploy end-to-end agentic AI systems inside mission-critical workflows. Role Overview: Join an innovative AI evaluation project focused on improving how AI understands personal context and delivers relevant, personalized responses. As a Mobile AI Rater, you will review AI-generated outputs using selected data from G-Suite Apps, along with relevant content from Google Messages and device SMS. Your feedback will help assess the accuracy, relevance, and quality of AI personalization in real-world scenarios. Project Snapshot $25/hour 16-week project (with potential chances of extension) 20 hours/week commitment, with eligibility for up to 40 hours/week Fully remote | Paid in USD Potential Start date - 26/October/2026 or nearby dates What You’ll Do Review AI-generated prompts and responses in English. Evaluate responses for relevance, accuracy, helpfulness, and personalization. Assess how well AI understands everyday context, preferences, relationships, routines, and experiences. Provide clear ratings, explanations, and feedback. Follow project guidelines and maintain a high level of consistency. Help improve the quality and reliability of next-generation AI systems. Who can apply? Users with a primary Google Pixel 8 or newer device. Users with Android 17 or higher . Regular users of the Google Messages app for personal SMS/RCS conversations. Individuals comfortable reviewing AI content in English. Why Join? Gain hands-on experience working on a leading AI project , with the flexibility to contribute over a 16-week engagement . Next Steps - Please fill the application form (with accurate information) Talents will be selected based on the Internal Profile and Client Review

Other source conditions: flex talent location type: remote

Source location preferences: Canada · Australia · Malaysia · New Zealand · Singapore · United Kingdom

Source description: Outlier partners with leading AI companies to improve how artificial intelligence understands real people: how we speak, express emotion, communicate intent, and respond naturally in everyday situations. We are looking for native Simplified Chinese speakers who are comfortable using their voice. This project is a strong fit for people who can bring clarity, personality, and emotional range to short audio recordings. You do not need to be a professional actor, but you should be expressive, confident, and able to speak naturally in front of a microphone. What You'll Work On You may be asked to complete a variety of audio and text-based tasks, such as: - Recording short audio clips - Reading or acting brief scripts with different tones, emotions, or speaking styles - Listening to or reviewing audio clips and capturing details in text - Helping improve AI systems' understanding of human speech, tone, and expression Who This Is For This opportunity may be a great match if you have experience in: - Acting, theater, or improv - Podcasting, streaming, or vocal performance - Call centers, sales, or customer support - Public speaking or presenting - Any role where clear, expressive communication is important Naturally outgoing and expressive speakers are encouraged to apply, even without formal performance experience. Requirements - Native fluency in Simplified Chinese - Strong vocal clarity, expression, and emotional range - Quiet, distraction-free recording environment - Reliable internet connection - Must not be located in any restricted country or region listed below Nice to Have - Theater, improv, acting, or voiceover experience - Classical vocal training or public speaking background - Professional microphone or home recording setup - Prior experience recording audio content Pay This project pays up to $20 USD per hour for core project work. Contributors may also be eligible for additional incentive opportunities through Missions, Outlier's version of surge pricing. Rates and available work may vary based on skills assessment, project needs, expertise, location, and other factors. Some onboarding, assessment, or non-core work may be paid at a different rate. Location Eligibility This opportunity is open to qualified contributors worldwide, except individuals located in Cambodia, Haiti, Nicaragua, Venezuela, Cuba, Iran, North Korea, Syria, Afghanistan, Belarus, China, Ethiopia, Eritrea, Hong Kong, Lebanon, Macau, Myanmar/Burma, Pakistan, Palestine, Russia, Somalia, Ukraine, or Yemen.

Source application questions: Confirm the country where you are currently physically located. If you are in the United States, also include your state. · What is your Simplified Chinese fluency level? Please describe your speaking, reading, and writing ability. · This project requires recording short audio clips using your voice, a working microphone such as a laptop mic, a quiet recording environment, and reliable internet. Do you confirm you can meet these requirements? · Have you ever had an account with Outlier, Outlier.ai, or Remotasks? This project is only open to new Outlier members. · Are you comfortable writing simple responses in English for project communication and task instructions?

Source pay statements: Structured source pay: 20; USD; hourly.

Source location preferences: United States · Canada · Australia · Germany · New Zealand · South Korea · United Kingdom

Source description: Outlier partners with leading AI companies to improve how artificial intelligence understands real people: how we speak, express emotion, communicate intent, and respond naturally in everyday situations. We are looking for native Korean speakers who are comfortable using their voice. This project is a strong fit for people who can bring clarity, personality, and emotional range to short audio. You do not need to be a professional actor, but you should be expressive, confident, and able to speak naturally in front of a microphone What You'll Work On You may be asked to complete a variety of audio and text-based tasks, such as: - Recording short audio clips - Reading or acting brief scripts with different tones, emotions, or speaking styles - Listening to or reviewing audio/video clips and capturing details in text - Helping improve AI systems' understanding of human speech, tone, and expression Who This Is For This opportunity may be a great match if you have experience in: - Acting, theater, or improv - Podcasting, streaming, or vocal performance - Call centers, sales, or customer support - Public speaking or presenting - Any role where clear, expressive communication is important Naturally outgoing and expressive speakers are encouraged to apply, even without formal performance experience. Requirements - Native fluency in Korean - Strong vocal clarity, expression, and emotional range - Comfort speaking on camera - Quiet, distraction-free recording environment - Reliable internet connection - Must not be located in any restricted country or region listed below Nice to Have - Theater, improv, acting, or voiceover experience - Classical vocal training or public speaking background - Professional microphone, or home recording setup - Prior experience recording audio or video content Pay This project pays up to $31 USD per hour for core project work. Contributors may also be eligible for additional incentive opportunities through Missions, Outlier's version of surge pricing. Rates and available work may vary based on skills assessment, project needs, expertise, location, and other factors. Some onboarding, assessment, or non-core work may be paid at a different rate. Location Eligibility This opportunity is open to qualified contributors worldwide, except individuals located in Cambodia, Haiti, Nicaragua, Venezuela, Cuba, Iran, North Korea, Syria, Afghanistan, Belarus, China, Ethiopia, Eritrea, Hong Kong, Lebanon, Macau, Myanmar/Burma, Pakistan, Palestine, Russia, Somalia, Ukraine, or Yemen.

Source application questions: Confirm the country where you are currently physically located. If you are in the United States, also include your state. · What is your Korean fluency level? Please describe your speaking, reading, and writing ability. · This project requires recording short audio clips, using your voice, and using a quiet recording setup. Do you confirm you can meet these requirements? · Have you ever had an account with Outlier, Outlier.ai, or Remotasks? This project is only open to new Outlier members. · Are you comfortable writing simple responses in English for project communication and task instructions?

Source pay statements: Structured source pay: 31; USD; hourly.

Source location preferences: Vietnam

Source description: Outlier partners with leading AI companies to improve how artificial intelligence understands real people: how we speak, express emotion, communicate intent, and respond naturally in everyday situations. We are looking for native Vietnamese speakers who are comfortable using their voice. This project is a strong fit for people who can bring clarity, personality, and emotional range to short audio recordings. You do not need to be a professional actor, but you should be expressive, confident, and able to speak naturally in front of a microphone. What You'll Work On You may be asked to complete a variety of audio and text-based tasks, such as: - Recording short audio clips - Reading or acting brief scripts with different tones, emotions, or speaking styles - Listening to or reviewing audio clips and capturing details in text - Helping improve AI systems' understanding of human speech, tone, and expression Who This Is For This opportunity may be a great match if you have experience in: - Acting, theater, or improv - Podcasting, streaming, or vocal performance - Call centers, sales, or customer support - Public speaking or presenting - Any role where clear, expressive communication is important Naturally outgoing and expressive speakers are encouraged to apply, even without formal performance experience. Requirements - Native fluency in Vietnamese - Strong vocal clarity, expression, and emotional range - Quiet, distraction-free recording environment - Reliable internet connection - Must not be located in any restricted country or region listed below Nice to Have - Theater, improv, acting, or voiceover experience - Classical vocal training or public speaking background - Professional microphone or home recording setup - Prior experience recording audio content Pay This project pays up to $11 USD per hour for core project work. Contributors may also be eligible for additional incentive opportunities through Missions, Outlier's version of surge pricing. Rates and available work may vary based on skills assessment, project needs, expertise, location, and other factors. Some onboarding, assessment, or non-core work may be paid at a different rate. Location Eligibility This opportunity is open to qualified contributors in the selected posting countries, except individuals located in Cambodia, Haiti, Nicaragua, Venezuela, Cuba, Iran, North Korea, Syria, Afghanistan, Belarus, China, Ethiopia, Eritrea, Hong Kong, Lebanon, Macau, Myanmar/Burma, Pakistan, Palestine, Russia, Somalia, Ukraine, or Yemen.

Source application questions: Confirm the country where you are currently physically located. If you are in the United States, also include your state. · What is your Vietnamese fluency level? Please describe your speaking, reading, and writing ability. · This project requires recording short audio clips using your voice, a working microphone such as a laptop mic, a quiet recording environment, and reliable internet. Do you confirm you can meet these requirements? · Have you ever had an account with Outlier, Outlier.ai, or Remotasks? This project is only open to new Outlier members. · Are you comfortable writing simple responses in English for project communication and task instructions?

Source pay statements: Structured source pay: 11; USD; hourly.

Source location preferences: United States · Canada · Asia · Australia · New Zealand · Singapore · South Korea · Taiwan · Thailand · United Kingdom

Source description: Outlier partners with leading AI companies to improve how artificial intelligence understands real people: how we speak, express emotion, communicate intent, and respond naturally in everyday situations. We are looking for native Thai speakers who are comfortable using their voice. This project is a strong fit for people who can bring clarity, personality, and emotional range to short audio recordings. You do not need to be a professional actor, but you should be expressive, confident, and able to speak naturally in front of a microphone. What You'll Work On You may be asked to complete a variety of audio and text-based tasks, such as: - Recording short audio clips - Reading or acting brief scripts with different tones, emotions, or speaking styles - Listening to or reviewing audio clips and capturing details in text - Helping improve AI systems' understanding of human speech, tone, and expression Who This Is For This opportunity may be a great match if you have experience in: - Acting, theater, or improv - Podcasting, streaming, or vocal performance - Call centers, sales, or customer support - Public speaking or presenting - Any role where clear, expressive communication is important Naturally outgoing and expressive speakers are encouraged to apply, even without formal performance experience. Requirements - Native fluency in Thai - Strong vocal clarity, expression, and emotional range - Quiet, distraction-free recording environment - Reliable internet connection - Must not be located in any restricted country or region listed below Nice to Have - Theater, improv, acting, or voiceover experience - Classical vocal training or public speaking background - Professional microphone or home recording setup - Prior experience recording audio content Pay This project pays up to $10 USD per hour for core project work. Contributors may also be eligible for additional incentive opportunities through Missions, Outlier's version of surge pricing. Rates and available work may vary based on skills assessment, project needs, expertise, location, and other factors. Some onboarding, assessment, or non-core work may be paid at a different rate. Location Eligibility This opportunity is open to qualified contributors worldwide, except individuals located in Cambodia, Haiti, Nicaragua, Venezuela, Cuba, Iran, North Korea, Syria, Afghanistan, Belarus, China, Ethiopia, Eritrea, Hong Kong, Lebanon, Macau, Myanmar/Burma, Pakistan, Palestine, Russia, Somalia, Ukraine, or Yemen.

Source application questions: Confirm the country where you are currently physically located. If you are in the United States, also include your state. · What is your Thai fluency level? Please describe your speaking, reading, and writing ability. · This project requires recording short audio clips using your voice, a working microphone such as a laptop mic, a quiet recording environment, and reliable internet. Do you confirm you can meet these requirements? · Have you ever had an account with Outlier, Outlier.ai, or Remotasks? This project is only open to new Outlier members. · Are you comfortable writing simple responses in English for project communication and task instructions?

Source pay statements: Structured source pay: 10; USD; hourly.

Source location preferences: United States · Canada · Argentina · Australia · Italy · United Kingdom

Source description: Outlier partners with leading AI companies to improve how artificial intelligence understands real people: how we speak, express emotion, communicate intent, and respond naturally in everyday situations. We are looking for native Italian speakers who are comfortable using their voice. This project is a strong fit for people who can bring clarity, personality, and emotional range to short audio recordings. You do not need to be a professional actor, but you should be expressive, confident, and able to speak naturally in front of a microphone. What You'll Work On You may be asked to complete a variety of audio and text-based tasks, such as: - Recording short audio clips - Reading or acting brief scripts with different tones, emotions, or speaking styles - Listening to or reviewing audio clips and capturing details in text - Helping improve AI systems' understanding of human speech, tone, and expression Who This Is For This opportunity may be a great match if you have experience in: - Acting, theater, or improv - Podcasting, streaming, or vocal performance - Call centers, sales, or customer support - Public speaking or presenting - Any role where clear, expressive communication is important Naturally outgoing and expressive speakers are encouraged to apply, even without formal performance experience. Requirements - Native fluency in Italian - Strong vocal clarity, expression, and emotional range - Quiet, distraction-free recording environment - Reliable internet connection - Must not be located in any restricted country or region listed below Nice to Have - Theater, improv, acting, or voiceover experience - Classical vocal training or public speaking background - Professional microphone or home recording setup - Prior experience recording audio content Pay This project pays up to $20 USD per hour for core project work. Contributors may also be eligible for additional incentive opportunities through Missions, Outlier's version of surge pricing. Rates and available work may vary based on skills assessment, project needs, expertise, location, and other factors. Some onboarding, assessment, or non-core work may be paid at a different rate. Location Eligibility This opportunity is open to qualified contributors in the selected posting countries, except individuals located in Cambodia, Haiti, Nicaragua, Venezuela, Cuba, Iran, North Korea, Syria, Afghanistan, Belarus, China, Ethiopia, Eritrea, Hong Kong, Lebanon, Macau, Myanmar/Burma, Pakistan, Palestine, Russia, Somalia, Ukraine, or Yemen.

Source application questions: Confirm the country where you are currently physically located. If you are in the United States, also include your state. · What is your Italian fluency level? Please describe your speaking, reading, and writing ability. · This project requires recording short audio clips using your voice, a working microphone such as a laptop mic, a quiet recording environment, and reliable internet. Do you confirm you can meet these requirements? · Have you ever had an account with Outlier, Outlier.ai, or Remotasks? This project is only open to new Outlier members. · Are you comfortable writing simple responses in English for project communication and task instructions?

Source pay statements: Structured source pay: 20; USD; hourly.

Source location preferences: United States · Canada · Australia · Austria · Germany · United Kingdom

Source description: Outlier partners with leading AI companies to improve how artificial intelligence understands real people: how we speak, express emotion, communicate intent, and respond naturally in everyday situations. We are looking for native German speakers who are comfortable using their voice. This project is a strong fit for people who can bring clarity, personality, and emotional range to short audio recordings. You do not need to be a professional actor, but you should be expressive, confident, and able to speak naturally in front of a microphone. What You'll Work On You may be asked to complete a variety of audio and text-based tasks, such as: - Recording short audio clips - Reading or acting brief scripts with different tones, emotions, or speaking styles - Listening to or reviewing audio clips and capturing details in text - Helping improve AI systems' understanding of human speech, tone, and expression Who This Is For This opportunity may be a great match if you have experience in: - Acting, theater, or improv - Podcasting, streaming, or vocal performance - Call centers, sales, or customer support - Public speaking or presenting - Any role where clear, expressive communication is important Naturally outgoing and expressive speakers are encouraged to apply, even without formal performance experience. Requirements - Native fluency in German - Strong vocal clarity, expression, and emotional range - Quiet, distraction-free recording environment - Reliable internet connection - Must not be located in any restricted country or region listed below Nice to Have - Theater, improv, acting, or voiceover experience - Classical vocal training or public speaking background - Professional microphone or home recording setup - Prior experience recording audio content Pay This project pays up to $29 USD per hour for core project work. Contributors may also be eligible for additional incentive opportunities through Missions, Outlier's version of surge pricing. Rates and available work may vary based on skills assessment, project needs, expertise, location, and other factors. Some onboarding, assessment, or non-core work may be paid at a different rate. Location Eligibility This opportunity is open to qualified contributors in the selected posting countries, except individuals located in Cambodia, Haiti, Nicaragua, Venezuela, Cuba, Iran, North Korea, Syria, Afghanistan, Belarus, China, Ethiopia, Eritrea, Hong Kong, Lebanon, Macau, Myanmar/Burma, Pakistan, Palestine, Russia, Somalia, Ukraine, or Yemen.

Source application questions: Confirm the country where you are currently physically located. If you are in the United States, also include your state. · What is your German fluency level? Please describe your speaking, reading, and writing ability. · This project requires recording short audio clips using your voice, a working microphone such as a laptop mic, a quiet recording environment, and reliable internet. Do you confirm you can meet these requirements? · Have you ever had an account with Outlier, Outlier.ai, or Remotasks? This project is only open to new Outlier members. · Are you comfortable writing simple responses in English for project communication and task instructions?

Source pay statements: Structured source pay: 29; USD; hourly.

Source location preferences: India

Source description: Outlier partners with leading AI companies to improve how artificial intelligence understands real people: how we speak, express emotion, communicate intent, and respond naturally in everyday situations. We are looking for native Bengali speakers who are comfortable using their voice. This project is a strong fit for people who can bring clarity, personality, and emotional range to short audio recordings. You do not need to be a professional actor, but you should be expressive, confident, and able to speak naturally in front of a microphone. What You'll Work On You may be asked to complete a variety of audio and text-based tasks, such as: - Recording short audio clips - Reading or acting brief scripts with different tones, emotions, or speaking styles - Listening to or reviewing audio clips and capturing details in text - Helping improve AI systems' understanding of human speech, tone, and expression Who This Is For This opportunity may be a great match if you have experience in: - Acting, theater, or improv - Podcasting, streaming, or vocal performance - Call centers, sales, or customer support - Public speaking or presenting - Any role where clear, expressive communication is important Naturally outgoing and expressive speakers are encouraged to apply, even without formal performance experience. Requirements - Native fluency in Bengali - Strong vocal clarity, expression, and emotional range - Quiet, distraction-free recording environment - Reliable internet connection - Must not be located in any restricted country or region listed below Nice to Have - Theater, improv, acting, or voiceover experience - Classical vocal training or public speaking background - Professional microphone or home recording setup - Prior experience recording audio content Pay This project pays up to $7.50 USD per hour for core project work. Contributors may also be eligible for additional incentive opportunities through Missions, Outlier's version of surge pricing. Rates and available work may vary based on skills assessment, project needs, expertise, location, and other factors. Some onboarding, assessment, or non-core work may be paid at a different rate. Location Eligibility This opportunity is open to qualified contributors in the selected posting countries, except individuals located in Cambodia, Haiti, Nicaragua, Venezuela, Cuba, Iran, North Korea, Syria, Afghanistan, Belarus, China, Ethiopia, Eritrea, Hong Kong, Lebanon, Macau, Myanmar/Burma, Pakistan, Palestine, Russia, Somalia, Ukraine, or Yemen.

Source application questions: Confirm the country where you are currently physically located. If you are in the United States, also include your state. · What is your Bengali fluency level? Please describe your speaking, reading, and writing ability. · This project requires recording short audio clips using your voice, a working microphone such as a laptop mic, a quiet recording environment, and reliable internet. Do you confirm you can meet these requirements? · Have you ever had an account with Outlier, Outlier.ai, or Remotasks? This project is only open to new Outlier members. · Are you comfortable writing simple responses in English for project communication and task instructions?

Source pay statements: Structured source pay: 7.50; USD; hourly.

Source location preferences: United States · Canada · Belgium · France · United Kingdom

Source description: Outlier partners with leading AI companies to improve how artificial intelligence understands real people: how we speak, express emotion, communicate intent, and respond naturally in everyday situations. We are looking for native French speakers who are comfortable using their voice. This project is a strong fit for people who can bring clarity, personality, and emotional range to short audio recordings. You do not need to be a professional actor, but you should be expressive, confident, and able to speak naturally in front of a microphone. What You'll Work On You may be asked to complete a variety of audio and text-based tasks, such as: - Recording short audio clips - Reading or acting brief scripts with different tones, emotions, or speaking styles - Listening to or reviewing audio clips and capturing details in text - Helping improve AI systems' understanding of human speech, tone, and expression Who This Is For This opportunity may be a great match if you have experience in: - Acting, theater, or improv - Podcasting, streaming, or vocal performance - Call centers, sales, or customer support - Public speaking or presenting - Any role where clear, expressive communication is important Naturally outgoing and expressive speakers are encouraged to apply, even without formal performance experience. Requirements - Native fluency in French - Strong vocal clarity, expression, and emotional range - Quiet, distraction-free recording environment - Reliable internet connection - Must not be located in any restricted country or region listed below Nice to Have - Theater, improv, acting, or voiceover experience - Classical vocal training or public speaking background - Professional microphone or home recording setup - Prior experience recording audio content Pay This project pays up to $25 USD per hour for core project work. Contributors may also be eligible for additional incentive opportunities through Missions, Outlier's version of surge pricing. Rates and available work may vary based on skills assessment, project needs, expertise, location, and other factors. Some onboarding, assessment, or non-core work may be paid at a different rate. Location Eligibility This opportunity is open to qualified contributors in the selected posting countries, except individuals located in Cambodia, Haiti, Nicaragua, Venezuela, Cuba, Iran, North Korea, Syria, Afghanistan, Belarus, China, Ethiopia, Eritrea, Hong Kong, Lebanon, Macau, Myanmar/Burma, Pakistan, Palestine, Russia, Somalia, Ukraine, or Yemen.

Source application questions: Confirm the country where you are currently physically located. If you are in the United States, also include your state. · What is your French fluency level? Please describe your speaking, reading, and writing ability. · This project requires recording short audio clips using your voice, a working microphone such as a laptop mic, a quiet recording environment, and reliable internet. Do you confirm you can meet these requirements? · Have you ever had an account with Outlier, Outlier.ai, or Remotasks? This project is only open to new Outlier members. · Are you comfortable writing simple responses in English for project communication and task instructions?

Source pay statements: Structured source pay: 25; USD; hourly.

Source location preferences: Switzerland

Source description: About the project We are seeking Switzerland-based contributors who are fluent or near-native in French to support a remote data collection project. Participants will use their smartphones to capture high-quality photos of everyday objects, provide basic information about each item, and include a corresponding product URL where applicable. The collected images will be used to support the development and improvement of AI technologies. This is a flexible, remote opportunity that can be completed on your own schedule. What you'll do Take clear, high-quality smartphone photos of everyday objects. Capture objects across categories such as household items, electronics, clothing, food, books, toys, tools, outdoor items, signs, and other common products. Provide the required metadata for each image. Provide a valid product/reference URL for submitted objects where required. Follow project-specific photography and quality guidelines. Incorporate QA feedback and resubmit assets when corrections are needed. Work toward an agreed weekly delivery schedule with the project team. Requirements Must currently reside in Switzerland. Must be fluent or near-native in French. Must have a smartphone capable of taking clear, high-quality photos. Must have access to a variety of everyday objects that can be photographed. Able to accurately follow detailed project and quality guidelines. Reliable and able to commit to an agreed weekly asset-delivery schedule. Must complete required project consent/agreement documentation before beginning. No professional photography or previous AI data collection experience is required. Expected workload Contributors will work with the project team to establish a weekly delivery schedule. The current target is approximately 100–400 approved photos/assets per week, depending on the language, project priority, and contributor availability. There is no fixed hourly schedule. Contributors may submit additional qualifying assets throughout the project, subject to project guidelines and QA approval. The current project deadline is October 30, 2026, although timing may change depending on overall asset delivery. Compensation Compensation is paid per approved asset. Rate: $2.00 USD per approved asset Only assets that meet the project's quality requirements and pass QA will be eligible for payment. The project team will provide detailed guidelines and feedback to help contributors meet the required standards. At the expected productivity rate, this may equate to roughly $30 USD/hour, although actual earnings will depend on the number of qualifying assets completed and approved.

Source application questions: This is an immediate-start project. Please confirm that you are available to onboard and begin work right away. · Please confirm that you are currently physically located in Switzerland. This is required for project eligibility. · What is your proficiency level in French? Project eligibility requires fluent or near-fluent proficiency. · Do you own or have access to a smartphone capable of taking clear, high-quality photos, as well as a variety of everyday objects you can photograph for this project? · This project is paid per approved asset at $2.00 USD per asset, not hourly. Based on expected productivity, this may equate to approximately $30 USD/hour. Participants are expected to work toward approximately 100–400 approved assets per week. Are you comfortable with this compensation and workload structure?

Source pay statements: Structured source pay: 30; USD; fixed price.

Source location preferences: Germany

Source description: About the project We are seeking Germany-based contributors who are fluent or near-native in German to support a remote data collection project. Participants will use their smartphones to capture high-quality photos of everyday objects, provide basic information about each item, and include a corresponding product URL where applicable. The collected images will be used to support the development and improvement of AI technologies. This is a flexible, remote opportunity that can be completed on your own schedule. What you'll do Take clear, high-quality smartphone photos of everyday objects. Capture objects across categories such as household items, electronics, clothing, food, books, toys, tools, outdoor items, signs, and other common products. Provide the required metadata for each image. Provide a valid product/reference URL for submitted objects where required. Follow project-specific photography and quality guidelines. Incorporate QA feedback and resubmit assets when corrections are needed. Work toward an agreed weekly delivery schedule with the project team. Requirements Must currently reside in Germany Must be fluent or near-native in German Must have a smartphone capable of taking clear, high-quality photos. Must have access to a variety of everyday objects that can be photographed. Able to accurately follow detailed project and quality guidelines. Reliable and able to commit to an agreed weekly asset-delivery schedule. Must complete required project consent/agreement documentation before beginning. No professional photography or previous AI data collection experience is required. Expected workload Contributors will work with the project team to establish a weekly delivery schedule. The current target is approximately 100–400 approved photos/assets per week, depending on the language, project priority, and contributor availability. There is no fixed hourly schedule. Contributors may submit additional qualifying assets throughout the project, subject to project guidelines and QA approval. The current project deadline is October 30, 2026, although timing may change depending on overall asset delivery. Compensation Compensation is paid per approved asset. Rate: $1.50 USD per approved asset Only assets that meet the project's quality requirements and pass QA will be eligible for payment. The project team will provide detailed guidelines and feedback to help contributors meet the required standards. At the expected productivity rate, this may equate to roughly $23 USD/hour, although actual earnings will depend on the number of qualifying assets completed and approved.

Source application questions: This is an immediate-start project. Please confirm that you are available to onboard and begin work right away. · Please confirm that you are currently physically located in Germany. This is required for project eligibility. · What is your proficiency level in German? Project eligibility requires fluent or near-fluent proficiency. · Do you own or have access to a smartphone capable of taking clear, high-quality photos, as well as a variety of everyday objects you can photograph for this project? · This project is paid per approved asset at $1.50 USD per asset, not hourly. Based on expected productivity, this may equate to approximately $23 USD/hour. Participants are expected to work toward approximately 100–400 approved assets per week. Are you comfortable with this compensation and workload structure?

Source pay statements: Structured source pay: 23; USD; fixed price.

Source location preferences: Austria

Source description: About the project We are seeking Austria-based contributors who are fluent or near-native in German to support a remote data collection project. Participants will use their smartphones to capture high-quality photos of everyday objects, provide basic information about each item, and include a corresponding product URL where applicable. The collected images will be used to support the development and improvement of AI technologies. This is a flexible, remote opportunity that can be completed on your own schedule. What you'll do Take clear, high-quality smartphone photos of everyday objects. Capture objects across categories such as household items, electronics, clothing, food, books, toys, tools, outdoor items, signs, and other common products. Provide the required metadata for each image. Provide a valid product/reference URL for submitted objects where required. Follow project-specific photography and quality guidelines. Incorporate QA feedback and resubmit assets when corrections are needed. Work toward an agreed weekly delivery schedule with the project team. Requirements Must currently reside in Austria Must be fluent or near-native in German Must have a smartphone capable of taking clear, high-quality photos. Must have access to a variety of everyday objects that can be photographed. Able to accurately follow detailed project and quality guidelines. Reliable and able to commit to an agreed weekly asset-delivery schedule. Must complete required project consent/agreement documentation before beginning. No professional photography or previous AI data collection experience is required. Expected workload Contributors will work with the project team to establish a weekly delivery schedule. The current target is approximately 100–400 approved photos/assets per week, depending on the language, project priority, and contributor availability. There is no fixed hourly schedule. Contributors may submit additional qualifying assets throughout the project, subject to project guidelines and QA approval. The current project deadline is October 30, 2026, although timing may change depending on overall asset delivery. Compensation Compensation is paid per approved asset. Rate: $2.00 USD per approved asset Only assets that meet the project's quality requirements and pass QA will be eligible for payment. The project team will provide detailed guidelines and feedback to help contributors meet the required standards. At the expected productivity rate, this may equate to roughly $30 USD/hour, although actual earnings will depend on the number of qualifying assets completed and approved.

Source application questions: This is an immediate-start project. Please confirm that you are available to onboard and begin work right away. · Please confirm that you are currently physically located in Austria. This is required for project eligibility. · What is your proficiency level in German? Project eligibility requires fluent or near-fluent proficiency. · Do you own or have access to a smartphone capable of taking clear, high-quality photos, as well as a variety of everyday objects you can photograph for this project? · This project is paid per approved asset at $2.00 USD per asset, not hourly. Based on expected productivity, this may equate to approximately $30 USD/hour. Participants are expected to work toward approximately 100–400 approved assets per week. Are you comfortable with this compensation and workload structure?

Source pay statements: Structured source pay: 23; USD; fixed price.

Source location preferences: Switzerland

Source description: About the project We are seeking Switzerland-based contributors who are fluent or near-native in German to support a remote data collection project. Participants will use their smartphones to capture high-quality photos of everyday objects, provide basic information about each item, and include a corresponding product URL where applicable. The collected images will be used to support the development and improvement of AI technologies. This is a flexible, remote opportunity that can be completed on your own schedule. What you'll do Take clear, high-quality smartphone photos of everyday objects. Capture objects across categories such as household items, electronics, clothing, food, books, toys, tools, outdoor items, signs, and other common products. Provide the required metadata for each image. Provide a valid product/reference URL for submitted objects where required. Follow project-specific photography and quality guidelines. Incorporate QA feedback and resubmit assets when corrections are needed. Work toward an agreed weekly delivery schedule with the project team. Requirements Must currently reside in Switzerland Must be fluent or near-native in German Must have a smartphone capable of taking clear, high-quality photos. Must have access to a variety of everyday objects that can be photographed. Able to accurately follow detailed project and quality guidelines. Reliable and able to commit to an agreed weekly asset-delivery schedule. Must complete required project consent/agreement documentation before beginning. No professional photography or previous AI data collection experience is required. Expected workload Contributors will work with the project team to establish a weekly delivery schedule. The current target is approximately 100–400 approved photos/assets per week, depending on the language, project priority, and contributor availability. There is no fixed hourly schedule. Contributors may submit additional qualifying assets throughout the project, subject to project guidelines and QA approval. The current project deadline is October 30, 2026, although timing may change depending on overall asset delivery. Compensation Compensation is paid per approved asset. Rate: $2.00 USD per approved asset Only assets that meet the project's quality requirements and pass QA will be eligible for payment. The project team will provide detailed guidelines and feedback to help contributors meet the required standards. At the expected productivity rate, this may equate to roughly $30 USD/hour, although actual earnings will depend on the number of qualifying assets completed and approved.

Source application questions: This is an immediate-start project. Please confirm that you are available to onboard and begin work right away. · Please confirm that you are currently physically located in Austria. This is required for project eligibility. · What is your proficiency level in German? Project eligibility requires fluent or near-fluent proficiency. · Do you own or have access to a smartphone capable of taking clear, high-quality photos, as well as a variety of everyday objects you can photograph for this project? · This project is paid per approved asset at $2.00 USD per asset, not hourly. Based on expected productivity, this may equate to approximately $30 USD/hour. Participants are expected to work toward approximately 100–400 approved assets per week. Are you comfortable with this compensation and workload structure?

Source pay statements: Structured source pay: 30; USD; fixed price.

Source location preferences: Netherlands

Source description: About the project We are seeking Netherlands-based contributors who are fluent or near-native in Dutch to support a remote data collection project. Participants will use their smartphones to capture high-quality photos of everyday objects, provide basic information about each item, and include a corresponding product URL where applicable. The collected images will be used to support the development and improvement of AI technologies. This is a flexible, remote opportunity that can be completed on your own schedule. What you'll do Take clear, high-quality smartphone photos of everyday objects. Capture objects across categories such as household items, electronics, clothing, food, books, toys, tools, outdoor items, signs, and other common products. Provide the required metadata for each image. Provide a valid product/reference URL for submitted objects where required. Follow project-specific photography and quality guidelines. Incorporate QA feedback and resubmit assets when corrections are needed. Work toward an agreed weekly delivery schedule with the project team. Requirements Must currently reside in Netherlands Must be fluent or near-native in Dutch Must have a smartphone capable of taking clear, high-quality photos. Must have access to a variety of everyday objects that can be photographed. Able to accurately follow detailed project and quality guidelines. Reliable and able to commit to an agreed weekly asset-delivery schedule. Must complete required project consent/agreement documentation before beginning. No professional photography or previous AI data collection experience is required. Expected workload Contributors will work with the project team to establish a weekly delivery schedule. The current target is approximately 100–400 approved photos/assets per week, depending on the language, project priority, and contributor availability. There is no fixed hourly schedule. Contributors may submit additional qualifying assets throughout the project, subject to project guidelines and QA approval. The current project deadline is October 30, 2026, although timing may change depending on overall asset delivery. Compensation Compensation is paid per approved asset. Rate: $1.50 USD per approved asset Only assets that meet the project's quality requirements and pass QA will be eligible for payment. The project team will provide detailed guidelines and feedback to help contributors meet the required standards. At the expected productivity rate, this may equate to roughly $26 USD/hour, although actual earnings will depend on the number of qualifying assets completed and approved.

Source application questions: This is an immediate-start project. Please confirm that you are available to onboard and begin work right away. · Please confirm that you are currently physically located in Netherlands. This is required for project eligibility. · What is your proficiency level in Dutch? Project eligibility requires fluent or near-fluent proficiency. · Do you own or have access to a smartphone capable of taking clear, high-quality photos, as well as a variety of everyday objects you can photograph for this project? · This project is paid per approved asset at $1.50 USD per asset, not hourly. Based on expected productivity, this may equate to approximately $26 USD/hour. Participants are expected to work toward approximately 100–400 approved assets per week. Are you comfortable with this compensation and workload structure?

Source pay statements: Structured source pay: 26; USD; fixed price.

Source location preferences: Sweden

Source description: About the project We are seeking Sweden-based contributors who are fluent or near-native in Swedish to support a remote data collection project. Participants will use their smartphones to capture high-quality photos of everyday objects, provide basic information about each item, and include a corresponding product URL where applicable. The collected images will be used to support the development and improvement of AI technologies. This is a flexible, remote opportunity that can be completed on your own schedule. What you'll do Take clear, high-quality smartphone photos of everyday objects. Capture objects across categories such as household items, electronics, clothing, food, books, toys, tools, outdoor items, signs, and other common products. Provide the required metadata for each image. Provide a valid product/reference URL for submitted objects where required. Follow project-specific photography and quality guidelines. Incorporate QA feedback and resubmit assets when corrections are needed. Work toward an agreed weekly delivery schedule with the project team. Requirements Must currently reside in Sweden Must be fluent or near-native in Swedish Must have a smartphone capable of taking clear, high-quality photos. Must have access to a variety of everyday objects that can be photographed. Able to accurately follow detailed project and quality guidelines. Reliable and able to commit to an agreed weekly asset-delivery schedule. Must complete required project consent/agreement documentation before beginning. No professional photography or previous AI data collection experience is required. Expected workload Contributors will work with the project team to establish a weekly delivery schedule. The current target is approximately 100–400 approved photos/assets per week, depending on the language, project priority, and contributor availability. There is no fixed hourly schedule. Contributors may submit additional qualifying assets throughout the project, subject to project guidelines and QA approval. The current project deadline is October 30, 2026, although timing may change depending on overall asset delivery. Compensation Compensation is paid per approved asset. Rate: $1.50 USD per approved asset Only assets that meet the project's quality requirements and pass QA will be eligible for payment. The project team will provide detailed guidelines and feedback to help contributors meet the required standards. At the expected productivity rate, this may equate to roughly $28 USD/hour, although actual earnings will depend on the number of qualifying assets completed and approved.

Source application questions: This is an immediate-start project. Please confirm that you are available to onboard and begin work right away. · Please confirm that you are currently physically located in Sweden. This is required for project eligibility. · What is your proficiency level in Swedish? Project eligibility requires fluent or near-fluent proficiency. · Do you own or have access to a smartphone capable of taking clear, high-quality photos, as well as a variety of everyday objects you can photograph for this project? · This project is paid per approved asset at $1.50 USD per asset, not hourly. Based on expected productivity, this may equate to approximately $28 USD/hour. Participants are expected to work toward approximately 100–400 approved assets per week. Are you comfortable with this compensation and workload structure?

Source pay statements: Structured source pay: 28; USD; fixed price.

Source location preferences: Israel

Source description: About the project We are seeking Israel-based contributors who are fluent or near-native in Hebrew to support a remote data collection project. Participants will use their smartphones to capture high-quality photos of everyday objects, provide basic information about each item, and include a corresponding product URL where applicable. The collected images will be used to support the development and improvement of AI technologies. This is a flexible, remote opportunity that can be completed on your own schedule. What you'll do Take clear, high-quality smartphone photos of everyday objects. Capture objects across categories such as household items, electronics, clothing, food, books, toys, tools, outdoor items, signs, and other common products. Provide the required metadata for each image. Provide a valid product/reference URL for submitted objects where required. Follow project-specific photography and quality guidelines. Incorporate QA feedback and resubmit assets when corrections are needed. Work toward an agreed weekly delivery schedule with the project team. Requirements Must currently reside in Israel Must be fluent or near-native in Hebrew Must have a smartphone capable of taking clear, high-quality photos. Must have access to a variety of everyday objects that can be photographed. Able to accurately follow detailed project and quality guidelines. Reliable and able to commit to an agreed weekly asset-delivery schedule. Must complete required project consent/agreement documentation before beginning. No professional photography or previous AI data collection experience is required. Expected workload Contributors will work with the project team to establish a weekly delivery schedule. The current target is approximately 100–400 approved photos/assets per week, depending on the language, project priority, and contributor availability. There is no fixed hourly schedule. Contributors may submit additional qualifying assets throughout the project, subject to project guidelines and QA approval. The current project deadline is October 30, 2026, although timing may change depending on overall asset delivery. Compensation Compensation is paid per approved asset. Rate: $1.50 USD per approved asset Only assets that meet the project's quality requirements and pass QA will be eligible for payment. The project team will provide detailed guidelines and feedback to help contributors meet the required standards. At the expected productivity rate, this may equate to roughly $24 USD/hour, although actual earnings will depend on the number of qualifying assets completed and approved.

Source application questions: This is an immediate-start project. Please confirm that you are available to onboard and begin work right away. · Please confirm that you are currently physically located in Israel. This is required for project eligibility. · What is your proficiency level in Hebrew? Project eligibility requires fluent or near-fluent proficiency. · Do you own or have access to a smartphone capable of taking clear, high-quality photos, as well as a variety of everyday objects you can photograph for this project? · This project is paid per approved asset at $1.50 USD per asset, not hourly. Based on expected productivity, this may equate to approximately $24 USD/hour. Participants are expected to work toward approximately 100–400 approved assets per week. Are you comfortable with this compensation and workload structure?

Source pay statements: Structured source pay: 24; USD; fixed price.

Source location preferences: Finland

Source description: About the project We are seeking Finland-based contributors who are fluent or near-native in Finnish to support a remote data collection project. Participants will use their smartphones to capture high-quality photos of everyday objects, provide basic information about each item, and include a corresponding product URL where applicable. The collected images will be used to support the development and improvement of AI technologies. This is a flexible, remote opportunity that can be completed on your own schedule. What you'll do Take clear, high-quality smartphone photos of everyday objects. Capture objects across categories such as household items, electronics, clothing, food, books, toys, tools, outdoor items, signs, and other common products. Provide the required metadata for each image. Provide a valid product/reference URL for submitted objects where required. Follow project-specific photography and quality guidelines. Incorporate QA feedback and resubmit assets when corrections are needed. Work toward an agreed weekly delivery schedule with the project team. Requirements Must currently reside in Finland Must be fluent or near-native in Finnish Must have a smartphone capable of taking clear, high-quality photos. Must have access to a variety of everyday objects that can be photographed. Able to accurately follow detailed project and quality guidelines. Reliable and able to commit to an agreed weekly asset-delivery schedule. Must complete required project consent/agreement documentation before beginning. No professional photography or previous AI data collection experience is required. Expected workload Contributors will work with the project team to establish a weekly delivery schedule. The current target is approximately 100–400 approved photos/assets per week, depending on the language, project priority, and contributor availability. There is no fixed hourly schedule. Contributors may submit additional qualifying assets throughout the project, subject to project guidelines and QA approval. The current project deadline is October 30, 2026, although timing may change depending on overall asset delivery. Compensation Compensation is paid per approved asset. Rate: $1.00 USD per approved asset Only assets that meet the project's quality requirements and pass QA will be eligible for payment. The project team will provide detailed guidelines and feedback to help contributors meet the required standards. At the expected productivity rate, this may equate to roughly $28 USD/hour, although actual earnings will depend on the number of qualifying assets completed and approved.

Source application questions: This is an immediate-start project. Please confirm that you are available to onboard and begin work right away. · Please confirm that you are currently physically located in Finland. This is required for project eligibility. · What is your proficiency level in Finnish? Project eligibility requires fluent or near-fluent proficiency. · Do you own or have access to a smartphone capable of taking clear, high-quality photos, as well as a variety of everyday objects you can photograph for this project? · This project is paid per approved asset at $1.00 USD per asset, not hourly. Based on expected productivity, this may equate to approximately $28 USD/hour. Participants are expected to work toward approximately 100–400 approved assets per week. Are you comfortable with this compensation and workload structure?

Source pay statements: Structured source pay: 28; USD; fixed price.

Source location preferences: Bulgaria

Source description: About the project We are seeking Bulgaria-based contributors who are fluent or near-native in Bulgarian to support a remote data collection project. Participants will use their smartphones to capture high-quality photos of everyday objects, provide basic information about each item, and include a corresponding product URL where applicable. The collected images will be used to support the development and improvement of AI technologies. This is a flexible, remote opportunity that can be completed on your own schedule. What you'll do Take clear, high-quality smartphone photos of everyday objects. Capture objects across categories such as household items, electronics, clothing, food, books, toys, tools, outdoor items, signs, and other common products. Provide the required metadata for each image. Provide a valid product/reference URL for submitted objects where required. Follow project-specific photography and quality guidelines. Incorporate QA feedback and resubmit assets when corrections are needed. Work toward an agreed weekly delivery schedule with the project team. Requirements Must currently reside in Bulgaria Must be fluent or near-native in Bulgarian Must have a smartphone capable of taking clear, high-quality photos. Must have access to a variety of everyday objects that can be photographed. Able to accurately follow detailed project and quality guidelines. Reliable and able to commit to an agreed weekly asset-delivery schedule. Must complete required project consent/agreement documentation before beginning. No professional photography or previous AI data collection experience is required. Expected workload Contributors will work with the project team to establish a weekly delivery schedule. The current target is approximately 100–400 approved photos/assets per week, depending on the language, project priority, and contributor availability. There is no fixed hourly schedule. Contributors may submit additional qualifying assets throughout the project, subject to project guidelines and QA approval. The current project deadline is October 30, 2026, although timing may change depending on overall asset delivery. Compensation Compensation is paid per approved asset. Rate: $1.00 USD per approved asset Only assets that meet the project's quality requirements and pass QA will be eligible for payment. The project team will provide detailed guidelines and feedback to help contributors meet the required standards. At the expected productivity rate, this may equate to roughly $15 USD/hour, although actual earnings will depend on the number of qualifying assets completed and approved.

Source application questions: This is an immediate-start project. Please confirm that you are available to onboard and begin work right away. · Please confirm that you are currently physically located in Bulgaria. This is required for project eligibility. · What is your proficiency level in Bulgarian? Project eligibility requires fluent or near-fluent proficiency. · Do you own or have access to a smartphone capable of taking clear, high-quality photos, as well as a variety of everyday objects you can photograph for this project? · This project is paid per approved asset at $1.00 USD per asset, not hourly. Based on expected productivity, this may equate to approximately $15 USD/hour. Participants are expected to work toward approximately 100–400 approved assets per week. Are you comfortable with this compensation and workload structure?

Source pay statements: Structured source pay: 15; USD; fixed price.

Source location preferences: Canada

Source description: About the project We are seeking Canada-based contributors who are fluent or near-native in English to support a remote data collection project. Participants will use their smartphones to capture high-quality photos of everyday objects, provide basic information about each item, and include a corresponding product URL where applicable. The collected images will be used to support the development and improvement of AI technologies. This is a flexible, remote opportunity that can be completed on your own schedule. What you'll do Take clear, high-quality smartphone photos of everyday objects. Capture objects across categories such as household items, electronics, clothing, food, books, toys, tools, outdoor items, signs, and other common products. Provide the required metadata for each image. Provide a valid product/reference URL for submitted objects where required. Follow project-specific photography and quality guidelines. Incorporate QA feedback and resubmit assets when corrections are needed. Work toward an agreed weekly delivery schedule with the project team. Requirements Must currently reside in Canada Must be fluent or near-native in English Must have a smartphone capable of taking clear, high-quality photos. Must have access to a variety of everyday objects that can be photographed. Able to accurately follow detailed project and quality guidelines. Reliable and able to commit to an agreed weekly asset-delivery schedule. Must complete required project consent/agreement documentation before beginning. No professional photography or previous AI data collection experience is required. Expected workload Contributors will work with the project team to establish a weekly delivery schedule. The current target is approximately 100–400 approved photos/assets per week, depending on the language, project priority, and contributor availability. There is no fixed hourly schedule. Contributors may submit additional qualifying assets throughout the project, subject to project guidelines and QA approval. The current project deadline is October 30, 2026, although timing may change depending on overall asset delivery. Compensation Compensation is paid per approved asset. Rate: $1.50 USD per approved asset Only assets that meet the project's quality requirements and pass QA will be eligible for payment. The project team will provide detailed guidelines and feedback to help contributors meet the required standards. At the expected productivity rate, this may equate to roughly $23 USD/hour, although actual earnings will depend on the number of qualifying assets completed and approved.

Source application questions: This is an immediate-start project. Please confirm that you are available to onboard and begin work right away. · Please confirm that you are currently physically located in Canada. This is required for project eligibility. · What is your proficiency level in English? Project eligibility requires fluent or near-fluent proficiency. · Do you own or have access to a smartphone capable of taking clear, high-quality photos, as well as a variety of everyday objects you can photograph for this project? · This project is paid per approved asset at $1.00 USD per asset, not hourly. Based on expected productivity, this may equate to approximately $23 USD/hour. Participants are expected to work toward approximately 100–400 approved assets per week. Are you comfortable with this compensation and workload structure?

Source pay statements: Structured source pay: 23; USD; fixed price.

Source location preferences: Ireland

Source description: About the project We are seeking Ireland-based contributors who are fluent or near-native in English to support a remote data collection project. Participants will use their smartphones to capture high-quality photos of everyday objects, provide basic information about each item, and include a corresponding product URL where applicable. The collected images will be used to support the development and improvement of AI technologies. This is a flexible, remote opportunity that can be completed on your own schedule. What you'll do Take clear, high-quality smartphone photos of everyday objects. Capture objects across categories such as household items, electronics, clothing, food, books, toys, tools, outdoor items, signs, and other common products. Provide the required metadata for each image. Provide a valid product/reference URL for submitted objects where required. Follow project-specific photography and quality guidelines. Incorporate QA feedback and resubmit assets when corrections are needed. Work toward an agreed weekly delivery schedule with the project team. Requirements Must currently reside in Ireland Must be fluent or near-native in English Must have a smartphone capable of taking clear, high-quality photos. Must have access to a variety of everyday objects that can be photographed. Able to accurately follow detailed project and quality guidelines. Reliable and able to commit to an agreed weekly asset-delivery schedule. Must complete required project consent/agreement documentation before beginning. No professional photography or previous AI data collection experience is required. Expected workload Contributors will work with the project team to establish a weekly delivery schedule. The current target is approximately 100–400 approved photos/assets per week, depending on the language, project priority, and contributor availability. There is no fixed hourly schedule. Contributors may submit additional qualifying assets throughout the project, subject to project guidelines and QA approval. The current project deadline is October 30, 2026, although timing may change depending on overall asset delivery. Compensation Compensation is paid per approved asset. Rate: $1.50 USD per approved asset Only assets that meet the project's quality requirements and pass QA will be eligible for payment. The project team will provide detailed guidelines and feedback to help contributors meet the required standards. At the expected productivity rate, this may equate to roughly $23 USD/hour, although actual earnings will depend on the number of qualifying assets completed and approved.

Source application questions: This is an immediate-start project. Please confirm that you are available to onboard and begin work right away. · Please confirm that you are currently physically located in Ireland. This is required for project eligibility. · What is your proficiency level in English? Project eligibility requires fluent or near-fluent proficiency. · Do you own or have access to a smartphone capable of taking clear, high-quality photos, as well as a variety of everyday objects you can photograph for this project? · This project is paid per approved asset at $1.00 USD per asset, not hourly. Based on expected productivity, this may equate to approximately $23 USD/hour. Participants are expected to work toward approximately 100–400 approved assets per week. Are you comfortable with this compensation and workload structure?

Source pay statements: Structured source pay: 23; USD; fixed price.

Source location preferences: New Zealand

Source description: About the project We are seeking New Zealand-based contributors who are fluent or near-native in English to support a remote data collection project. Participants will use their smartphones to capture high-quality photos of everyday objects, provide basic information about each item, and include a corresponding product URL where applicable. The collected images will be used to support the development and improvement of AI technologies. This is a flexible, remote opportunity that can be completed on your own schedule. What you'll do Take clear, high-quality smartphone photos of everyday objects. Capture objects across categories such as household items, electronics, clothing, food, books, toys, tools, outdoor items, signs, and other common products. Provide the required metadata for each image. Provide a valid product/reference URL for submitted objects where required. Follow project-specific photography and quality guidelines. Incorporate QA feedback and resubmit assets when corrections are needed. Work toward an agreed weekly delivery schedule with the project team. Requirements Must currently reside in New Zealand Must be fluent or near-native in English Must have a smartphone capable of taking clear, high-quality photos. Must have access to a variety of everyday objects that can be photographed. Able to accurately follow detailed project and quality guidelines. Reliable and able to commit to an agreed weekly asset-delivery schedule. Must complete required project consent/agreement documentation before beginning. No professional photography or previous AI data collection experience is required. Expected workload Contributors will work with the project team to establish a weekly delivery schedule. The current target is approximately 100–400 approved photos/assets per week, depending on the language, project priority, and contributor availability. There is no fixed hourly schedule. Contributors may submit additional qualifying assets throughout the project, subject to project guidelines and QA approval. The current project deadline is October 30, 2026, although timing may change depending on overall asset delivery. Compensation Compensation is paid per approved asset. Rate: $1.50 USD per approved asset Only assets that meet the project's quality requirements and pass QA will be eligible for payment. The project team will provide detailed guidelines and feedback to help contributors meet the required standards. At the expected productivity rate, this may equate to roughly $23 USD/hour, although actual earnings will depend on the number of qualifying assets completed and approved.

Source application questions: This is an immediate-start project. Please confirm that you are available to onboard and begin work right away. · Please confirm that you are currently physically located in New Zealand. This is required for project eligibility. · What is your proficiency level in English? Project eligibility requires fluent or near-fluent proficiency. · Do you own or have access to a smartphone capable of taking clear, high-quality photos, as well as a variety of everyday objects you can photograph for this project? · This project is paid per approved asset at $1.00 USD per asset, not hourly. Based on expected productivity, this may equate to approximately $23 USD/hour. Participants are expected to work toward approximately 100–400 approved assets per week. Are you comfortable with this compensation and workload structure?

Source pay statements: Structured source pay: 23; USD; fixed price.

Source location preferences: Switzerland

Source description: About the project We are seeking Switzerland-based contributors who are fluent or near-native in Italian to support a remote data collection project. Participants will use their smartphones to capture high-quality photos of everyday objects, provide basic information about each item, and include a corresponding product URL where applicable. The collected images will be used to support the development and improvement of AI technologies. This is a flexible, remote opportunity that can be completed on your own schedule. What you'll do Take clear, high-quality smartphone photos of everyday objects. Capture objects across categories such as household items, electronics, clothing, food, books, toys, tools, outdoor items, signs, and other common products. Provide the required metadata for each image. Provide a valid product/reference URL for submitted objects where required. Follow project-specific photography and quality guidelines. Incorporate QA feedback and resubmit assets when corrections are needed. Work toward an agreed weekly delivery schedule with the project team. Requirements Must currently reside in Switzerland Must be fluent or near-native in Italian Must have a smartphone capable of taking clear, high-quality photos. Must have access to a variety of everyday objects that can be photographed. Able to accurately follow detailed project and quality guidelines. Reliable and able to commit to an agreed weekly asset-delivery schedule. Must complete required project consent/agreement documentation before beginning. No professional photography or previous AI data collection experience is required. Expected workload Contributors will work with the project team to establish a weekly delivery schedule. The current target is approximately 100–400 approved photos/assets per week, depending on the language, project priority, and contributor availability. There is no fixed hourly schedule. Contributors may submit additional qualifying assets throughout the project, subject to project guidelines and QA approval. The current project deadline is October 30, 2026, although timing may change depending on overall asset delivery. Compensation Compensation is paid per approved asset. Rate: $2.00 USD per approved asset Only assets that meet the project's quality requirements and pass QA will be eligible for payment. The project team will provide detailed guidelines and feedback to help contributors meet the required standards. At the expected productivity rate, this may equate to roughly $30 USD/hour, although actual earnings will depend on the number of qualifying assets completed and approved.

Source application questions: This is an immediate-start project. Please confirm that you are available to onboard and begin work right away. · Please confirm that you are currently physically located in Switzerland. This is required for project eligibility. · What is your proficiency level in Italian? Project eligibility requires fluent or near-fluent proficiency. · Do you own or have access to a smartphone capable of taking clear, high-quality photos, as well as a variety of everyday objects you can photograph for this project? · This project is paid per approved asset at $2.00 USD per asset, not hourly. Based on expected productivity, this may equate to approximately $30 USD/hour. Participants are expected to work toward approximately 100–400 approved assets per week. Are you comfortable with this compensation and workload structure?

Source pay statements: Structured source pay: 30; USD; fixed price.

Source location preferences: New York, NY, USA · San Francisco, CA, USA

Source description: In accordance with applicable law, the base salary range for this role is $175,000 to $350,000. Role Overview We are seeking a senior, hands-on technical leader to play a foundational role in shaping the next generation of data visualization tools for Citadel Securities’ client-facing products. This role sits at the intersection of software engineering, data visualization, product design, and human-computer interaction. The ideal candidate will take ownership of building sophisticated client-facing applications and the reusable frameworks that support them. This person must possess strong engineering skills and exceptional visual judgment, with a deep understanding of how design choices can materially elevate the way complex financial information is understood. The Principal Engineer will partner closely with product and engineering teams to balance usability, performance, and maintainability. The initial focus will be on delivering a small number of distinctive, high-quality client applications, with a mandate to extend this work into a scalable, firm-wide standard. This is a high-ownership opportunity for a builder who combines technical rigor with practical execution to turn complex data into clear, durable systems. Opportunities may be available from time to time in any location in which the business is based for suitable candidates. If you are interested in a career with Citadel, please share your details and we will contact you if there is a vacancy available. Responsibilities Design and build the core visualization platform for client-facing analytics and experiences across the firm. Develop reusable visualization frameworks, design systems, and tooling that enable teams to rapidly develop high-quality data products. Partner closely with Sales, Business Leaders, Engineering, Product Management, and Design to translate complex business problems into clear technical solutions. Evaluate emerging technologies to continually improve the visualization platform. Drive innovation in how market, trading, and client data are explored, understood, and communicated. Provide technical leadership through hands-on development, design reviews, and mentoring. Qualifications Strong technical execution and visual judgment. Significant experience contributing to sophisticated data visualization applications, platforms, frameworks, and / or developer tooling. Expertise in modern visualization technologies (e.g., D3.js, Observable, WebGL, Three.js, Vega, React, TypeScript, Python). Strong visual design instincts and a demonstrated understanding of typography, layout, color, visual hierarchy, interaction design, and information architecture. Deep understanding of how users consume and interpret complex information. Experience working across engineering, design, and product organizations. Strong communication and stakeholder management skills. Bachelor's degree or above in Computer Science, Design, Human-Computer Interaction, Cognitive Science, Engineering, or related discipline. In accordance with applicable law, the base salary range for this role is $175,000 to $350,000. In addition, the employee who fills this role will be eligible to participate in a discretionary incentive compensation program, as well as a wide array of benefit programs, such as medical and life insurance, retirement and tax-free savings plans, and access to other healthcare programs.

Source application questions: Are you comfortable working fully onsite in Citadel Securities’ NYC office 5 days per week? Please also confirm that you are fully authorized to work in the U.S. without visa sponsorship or visa transfer. · Please describe your data visualization experience, including the visualization applications, platforms, or frameworks you’ve built. Which companies have you done this work for? · Which visualization technologies and frameworks have you worked with most extensively? · Please share your portfolio or examples of your data visualization work, and list the companies you’ve worked for where data visualization was a significant part of your role.

Other source conditions: timezones: timezone: EST/EDT; timezone utc offset: -5.00 · timezone Required: true · timezone Overlap: full

Source pay statements: Structured source pay: 200000–350000; USD; annual.

Source location preferences: United States · Austin, TX, USA · Dallas, TX, USA · Los Angeles, CA, USA · New York, NY, USA · San Francisco, CA, USA · Seattle, WA, USA

Source residence conditions: About the Role TRM Labs is looking for an exceptional Content Marketing Manager to own the editorial engine behind our talent-brand content. This is not a traditional employer-brand or recruiting-marketing role. We are looking for a proven content marketer from a high-growth technology company who can bring strong editorial judgment, strategic rigor, and operating discipline to TRM. You’ll own the content calendar, shape ideas with senior leaders and technical experts, maintain a high editorial bar, and ultimately own a tight iterative evaluation loop of whether we are producing and amplifying the right content in the right ways to reach our target audience and reach our share of voice goals.  The right person is an excellent writer and editor, but this is not primarily a high-volume copywriting role. Your value will come from setting the standard, improving the work of others, keeping the content engine moving, and connecting every piece back to a clear strategic message. **Please note: This is a US-remote contract role The engagement is expected to be 20 hours per week and is intended to be a longer-term, ongoing engagement for the right person, with potential to expand in scope and hours based on performance and business needs Candidates must be able to provide at least 4 hours of daily overlap with Pacific Time This is an immediate need. Candidates should be readily available to interview and onboard if selected Candidates should be comfortable working in a fast-paced environment and maintaining strong responsiveness during the working day What You’ll Own Own the editorial calendar across TRM’s talent-brand content, including priorities, timelines, owners, and status.  Shape content strategy around TRM’s core talent narratives and make sure each piece supports one of our 3 messaging goals that we are trying to win SOV on. Edit and elevate content produced by executives, technical leaders, and subject-matter experts. Partner closely with a small group of R&D leaders TRM is developing into visible thought leaders and “talent magnets.” Help those leaders develop differentiated topics, maintain a consistent publishing cadence, and turn their expertise into compelling content. Support blogs, executive thought leadership, social content, speaking-related content, and other high-impact editorial programs. Maintain a consistently high quality bar across all published work. Ensure content feels distinctive, credible, human, and aligned with TRM’s voice. Work with growth, distribution, and external partners to make sure content reaches the right audiences rather than simply generating traffic. Help develop briefs and positioning for influencers, agencies, production partners, and other external collaborators. Build a repeatable content operating system that balances long-term strategy with week-to-week execution. What We’re Looking For 2+ years of recent experience operating within a high-growth technology company during its roughly 200–800 employee stage. Meaningful ownership of content marketing at a strong technology company. Excellent writing and editing judgment. Experience managing editorial calendars, multiple contributors, and ongoing content programs. Strong experience developing content with executives, founders, technical leaders, or subject-matter experts. Ability to maintain a strategic through-line while managing day-to-day execution. Strong understanding of content distribution and how to reach specific target audiences. High editorial standards and the ability to distinguish polished, original work from generic or low-quality content. Comfort using AI thoughtfully as a productivity tool while maintaining a distinctly human voice and editorial standard. Ability to operate independently in a fast-moving environment with a high performance bar. Relevant Backgrounds May Include Content Marketing Manager / Senior Content Marketing Manager Head of Content Editorial Lead Thought Leadership Lead Brand Content Lead Exact title matters less than demonstrated ownership, editorial quality, and impact. Nice to Have Experience building thought-leadership programs around individual executives or technical leaders. Experience working with growth agencies, distribution partners, or external production teams. Experience creating culture, company-narrative, or executive-brand content. Experience marketing to highly technical audiences. Important Background Note Prior employer-brand, recruiting-marketing, or talent-brand experience is not required and is not the target profile. TRM is looking for an excellent traditional content marketer first — someone who can bring strong editorial judgment, operating rigor, and audience strategy into a talent-brand environment.

Source description: About the Role TRM Labs is looking for an exceptional Content Marketing Manager to own the editorial engine behind our talent-brand content. This is not a traditional employer-brand or recruiting-marketing role. We are looking for a proven content marketer from a high-growth technology company who can bring strong editorial judgment, strategic rigor, and operating discipline to TRM. You’ll own the content calendar, shape ideas with senior leaders and technical experts, maintain a high editorial bar, and ultimately own a tight iterative evaluation loop of whether we are producing and amplifying the right content in the right ways to reach our target audience and reach our share of voice goals. The right person is an excellent writer and editor, but this is not primarily a high-volume copywriting role. Your value will come from setting the standard, improving the work of others, keeping the content engine moving, and connecting every piece back to a clear strategic message. **Please note: This is a US-remote contract role The engagement is expected to be 20 hours per week and is intended to be a longer-term, ongoing engagement for the right person, with potential to expand in scope and hours based on performance and business needs Candidates must be able to provide at least 4 hours of daily overlap with Pacific Time This is an immediate need. Candidates should be readily available to interview and onboard if selected Candidates should be comfortable working in a fast-paced environment and maintaining strong responsiveness during the working day What You’ll Own Own the editorial calendar across TRM’s talent-brand content, including priorities, timelines, owners, and status. Shape content strategy around TRM’s core talent narratives and make sure each piece supports one of our 3 messaging goals that we are trying to win SOV on. Edit and elevate content produced by executives, technical leaders, and subject-matter experts. Partner closely with a small group of R&D leaders TRM is developing into visible thought leaders and “talent magnets.” Help those leaders develop differentiated topics, maintain a consistent publishing cadence, and turn their expertise into compelling content. Support blogs, executive thought leadership, social content, speaking-related content, and other high-impact editorial programs. Maintain a consistently high quality bar across all published work. Ensure content feels distinctive, credible, human, and aligned with TRM’s voice. Work with growth, distribution, and external partners to make sure content reaches the right audiences rather than simply generating traffic. Help develop briefs and positioning for influencers, agencies, production partners, and other external collaborators. Build a repeatable content operating system that balances long-term strategy with week-to-week execution. What We’re Looking For 2+ years of recent experience operating within a high-growth technology company during its roughly 200–800 employee stage. Meaningful ownership of content marketing at a strong technology company. Excellent writing and editing judgment. Experience managing editorial calendars, multiple contributors, and ongoing content programs. Strong experience developing content with executives, founders, technical leaders, or subject-matter experts. Ability to maintain a strategic through-line while managing day-to-day execution. Strong understanding of content distribution and how to reach specific target audiences. High editorial standards and the ability to distinguish polished, original work from generic or low-quality content. Comfort using AI thoughtfully as a productivity tool while maintaining a distinctly human voice and editorial standard. Ability to operate independently in a fast-moving environment with a high performance bar. Relevant Backgrounds May Include Content Marketing Manager / Senior Content Marketing Manager Head of Content Editorial Lead Thought Leadership Lead Brand Content Lead Exact title matters less than demonstrated ownership, editorial quality, and impact. Nice to Have Experience building thought-leadership programs around individual executives or technical leaders. Experience working with growth agencies, distribution partners, or external production teams. Experience creating culture, company-narrative, or executive-brand content. Experience marketing to highly technical audiences. Important Background Note Prior employer-brand, recruiting-marketing, or talent-brand experience is not required and is not the target profile. TRM is looking for an excellent traditional content marketer first — someone who can bring strong editorial judgment, operating rigor, and audience strategy into a talent-brand environment.

Source application questions: Share one content program or editorial calendar you owned. What did you manage, and what was the outcome? · Tell us about content you developed with an executive, founder, or technical leader. What was your role in shaping or editing the final piece? · How have you maintained quality across content written by multiple contributors? Give one specific example. · Share one example of how you helped content reach the right audience. What distribution approach did you use, and how did you measure impact? · Describe your experience at a high-growth tech company during its roughly 200–800 employee stage. Include the company, your role, approximate company size, and how long you were there.

Other source conditions: timezones: timezone: PST/PDT/CIST; timezone utc offset: -8.00 · timezone Required: true · timezone Overlap: partial

Source pay statements: Structured source pay: 110–140; USD; hourly.

Source location preferences: France

Source description: About the project We are seeking France-based contributors who are fluent or near-native in French to support a remote data collection project. Participants will use their smartphones to capture high-quality photos of everyday objects, provide basic information about each item, and include a corresponding product URL where applicable. The collected images will be used to support the development and improvement of AI technologies. This is a flexible, remote opportunity that can be completed on your own schedule. What you'll do Take clear, high-quality smartphone photos of everyday objects. Capture objects across categories such as household items, electronics, clothing, food, books, toys, tools, outdoor items, signs, and other common products. Provide the required metadata for each image. Provide a valid product/reference URL for submitted objects where required. Follow project-specific photography and quality guidelines. Incorporate QA feedback and resubmit assets when corrections are needed. Work toward an agreed weekly delivery schedule with the project team. Requirements Must currently reside in France Must be fluent or near-native in French Must have a smartphone capable of taking clear, high-quality photos. Must have access to a variety of everyday objects that can be photographed. Able to accurately follow detailed project and quality guidelines. Reliable and able to commit to an agreed weekly asset-delivery schedule. Must complete required project consent/agreement documentation before beginning. No professional photography or previous AI data collection experience is required. Expected workload Contributors will work with the project team to establish a weekly delivery schedule. The current target is approximately 100–400 approved photos/assets per week, depending on the language, project priority, and contributor availability. There is no fixed hourly schedule. Contributors may submit additional qualifying assets throughout the project, subject to project guidelines and QA approval. The current project deadline is October 30, 2026, although timing may change depending on overall asset delivery. Compensation Compensation is paid per approved asset. Rate: $1.50 USD per approved asset Only assets that meet the project's quality requirements and pass QA will be eligible for payment. The project team will provide detailed guidelines and feedback to help contributors meet the required standards. At the expected productivity rate, this may equate to roughly $23 USD/hour, although actual earnings will depend on the number of qualifying assets completed and approved.

Source application questions: This is an immediate-start project. Please confirm that you are available to onboard and begin work right away. · Please confirm that you are currently physically located in France. This is required for project eligibility. · What is your proficiency level in French? Project eligibility requires fluent or near-fluent proficiency. · Do you own or have access to a smartphone capable of taking clear, high-quality photos, as well as a variety of everyday objects you can photograph for this project? · This project is paid per approved asset at $1.50 USD per asset, not hourly. Based on expected productivity, this may equate to approximately $23 USD/hour. Participants are expected to work toward approximately 100–400 approved assets per week. Are you comfortable with this compensation and workload structure?

Source pay statements: Structured source pay: 23; USD; fixed project.

Source location preferences: Canada

Source description: About the project We are seeking Canada-based contributors who are fluent or near-native in French to support a remote data collection project. Participants will use their smartphones to capture high-quality photos of everyday objects, provide basic information about each item, and include a corresponding product URL where applicable. The collected images will be used to support the development and improvement of AI technologies. This is a flexible, remote opportunity that can be completed on your own schedule. What you'll do Take clear, high-quality smartphone photos of everyday objects. Capture objects across categories such as household items, electronics, clothing, food, books, toys, tools, outdoor items, signs, and other common products. Provide the required metadata for each image. Provide a valid product/reference URL for submitted objects where required. Follow project-specific photography and quality guidelines. Incorporate QA feedback and resubmit assets when corrections are needed. Work toward an agreed weekly delivery schedule with the project team. Requirements Must currently reside in Canada Must be fluent or near-native in French Must have a smartphone capable of taking clear, high-quality photos. Must have access to a variety of everyday objects that can be photographed. Able to accurately follow detailed project and quality guidelines. Reliable and able to commit to an agreed weekly asset-delivery schedule. Must complete required project consent/agreement documentation before beginning. No professional photography or previous AI data collection experience is required. Expected workload Contributors will work with the project team to establish a weekly delivery schedule. The current target is approximately 100–400 approved photos/assets per week, depending on the language, project priority, and contributor availability. There is no fixed hourly schedule. Contributors may submit additional qualifying assets throughout the project, subject to project guidelines and QA approval. The current project deadline is October 30, 2026, although timing may change depending on overall asset delivery. Compensation Compensation is paid per approved asset. Rate: $1.50 USD per approved asset Only assets that meet the project's quality requirements and pass QA will be eligible for payment. The project team will provide detailed guidelines and feedback to help contributors meet the required standards. At the expected productivity rate, this may equate to roughly $24 USD/hour, although actual earnings will depend on the number of qualifying assets completed and approved.

Source application questions: This is an immediate-start project. Please confirm that you are available to onboard and begin work right away. · Please confirm that you are currently physically located in Canada. This is required for project eligibility. · What is your proficiency level in French? Project eligibility requires fluent or near-fluent proficiency. · Do you own or have access to a smartphone capable of taking clear, high-quality photos, as well as a variety of everyday objects you can photograph for this project? · This project is paid per approved asset at $1.50 USD per asset, not hourly. Based on expected productivity, this may equate to approximately $24 USD/hour. Participants are expected to work toward approximately 100–400 approved assets per week. Are you comfortable with this compensation and workload structure?

Source pay statements: Structured source pay: 24; USD; fixed project.

Source location preferences: Morocco

Source description: About the project We are seeking Morocco-based contributors who are fluent or near-native in French to support a remote data collection project. Participants will use their smartphones to capture high-quality photos of everyday objects, provide basic information about each item, and include a corresponding product URL where applicable. The collected images will be used to support the development and improvement of AI technologies. This is a flexible, remote opportunity that can be completed on your own schedule. What you'll do Take clear, high-quality smartphone photos of everyday objects. Capture objects across categories such as household items, electronics, clothing, food, books, toys, tools, outdoor items, signs, and other common products. Provide the required metadata for each image. Provide a valid product/reference URL for submitted objects where required. Follow project-specific photography and quality guidelines. Incorporate QA feedback and resubmit assets when corrections are needed. Work toward an agreed weekly delivery schedule with the project team. Requirements Must currently reside in Morocco Must be fluent or near-native in French Must have a smartphone capable of taking clear, high-quality photos. Must have access to a variety of everyday objects that can be photographed. Able to accurately follow detailed project and quality guidelines. Reliable and able to commit to an agreed weekly asset-delivery schedule. Must complete required project consent/agreement documentation before beginning. No professional photography or previous AI data collection experience is required. Expected workload Contributors will work with the project team to establish a weekly delivery schedule. The current target is approximately 100–400 approved photos/assets per week, depending on the language, project priority, and contributor availability. There is no fixed hourly schedule. Contributors may submit additional qualifying assets throughout the project, subject to project guidelines and QA approval. The current project deadline is October 30, 2026, although timing may change depending on overall asset delivery. Compensation Compensation is paid per approved asset. Rate: $1.00 USD per approved asset Only assets that meet the project's quality requirements and pass QA will be eligible for payment. The project team will provide detailed guidelines and feedback to help contributors meet the required standards. At the expected productivity rate, this may equate to roughly $15 USD/hour, although actual earnings will depend on the number of qualifying assets completed and approved.

Source application questions: This is an immediate-start project. Please confirm that you are available to onboard and begin work right away. · Please confirm that you are currently physically located in Morocco. This is required for project eligibility. · What is your proficiency level in French? Project eligibility requires fluent or near-fluent proficiency. · Do you own or have access to a smartphone capable of taking clear, high-quality photos, as well as a variety of everyday objects you can photograph for this project? · This project is paid per approved asset at $1.00 USD per asset, not hourly. Based on expected productivity, this may equate to approximately $15 USD/hour. Participants are expected to work toward approximately 100–400 approved assets per week. Are you comfortable with this compensation and workload structure?

Source pay statements: Structured source pay: 15; USD; fixed project.

Source location preferences: Mexico

Source description: About the project We are seeking Mexico-based contributors who are fluent or near-native in Spanish to support a remote data collection project. Participants will use their smartphones to capture high-quality photos of everyday objects, provide basic information about each item, and include a corresponding product URL where applicable. The collected images will be used to support the development and improvement of AI technologies. This is a flexible, remote opportunity that can be completed on your own schedule. What you'll do Take clear, high-quality smartphone photos of everyday objects. Capture objects across categories such as household items, electronics, clothing, food, books, toys, tools, outdoor items, signs, and other common products. Provide the required metadata for each image. Provide a valid product/reference URL for submitted objects where required. Follow project-specific photography and quality guidelines. Incorporate QA feedback and resubmit assets when corrections are needed. Work toward an agreed weekly delivery schedule with the project team. Requirements Must currently reside in Mexico Must be fluent or near-native in Spanish Must have a smartphone capable of taking clear, high-quality photos. Must have access to a variety of everyday objects that can be photographed. Able to accurately follow detailed project and quality guidelines. Reliable and able to commit to an agreed weekly asset-delivery schedule. Must complete required project consent/agreement documentation before beginning. No professional photography or previous AI data collection experience is required. Expected workload Contributors will work with the project team to establish a weekly delivery schedule. The current target is approximately 100–400 approved photos/assets per week, depending on the language, project priority, and contributor availability. There is no fixed hourly schedule. Contributors may submit additional qualifying assets throughout the project, subject to project guidelines and QA approval. The current project deadline is October 30, 2026, although timing may change depending on overall asset delivery. Compensation Compensation is paid per approved asset. Rate: $1.00 USD per approved asset Only assets that meet the project's quality requirements and pass QA will be eligible for payment. The project team will provide detailed guidelines and feedback to help contributors meet the required standards. At the expected productivity rate, this may equate to roughly $13 USD/hour, although actual earnings will depend on the number of qualifying assets completed and approved.

Source application questions: This is an immediate-start project. Please confirm that you are available to onboard and begin work right away. · Please confirm that you are currently physically located in Mexico. This is required for project eligibility. · What is your proficiency level in Spanish? Project eligibility requires fluent or near-fluent proficiency. · Do you own or have access to a smartphone capable of taking clear, high-quality photos, as well as a variety of everyday objects you can photograph for this project? · This project is paid per approved asset at $1.00 USD per asset, not hourly. Based on expected productivity, this may equate to approximately $13 USD/hour. Participants are expected to work toward approximately 100–400 approved assets per week. Are you comfortable with this compensation and workload structure?

Source pay statements: Structured source pay: 13; USD; fixed project.

Source location preferences: Colombia

Source description: About the project We are seeking Colombia-based contributors who are fluent or near-native in Spanish to support a remote data collection project. Participants will use their smartphones to capture high-quality photos of everyday objects, provide basic information about each item, and include a corresponding product URL where applicable. The collected images will be used to support the development and improvement of AI technologies. This is a flexible, remote opportunity that can be completed on your own schedule. What you'll do Take clear, high-quality smartphone photos of everyday objects. Capture objects across categories such as household items, electronics, clothing, food, books, toys, tools, outdoor items, signs, and other common products. Provide the required metadata for each image. Provide a valid product/reference URL for submitted objects where required. Follow project-specific photography and quality guidelines. Incorporate QA feedback and resubmit assets when corrections are needed. Work toward an agreed weekly delivery schedule with the project team. Requirements Must currently reside in Colombia Must be fluent or near-native in Spanish Must have a smartphone capable of taking clear, high-quality photos. Must have access to a variety of everyday objects that can be photographed. Able to accurately follow detailed project and quality guidelines. Reliable and able to commit to an agreed weekly asset-delivery schedule. Must complete required project consent/agreement documentation before beginning. No professional photography or previous AI data collection experience is required. Expected workload Contributors will work with the project team to establish a weekly delivery schedule. The current target is approximately 100–400 approved photos/assets per week, depending on the language, project priority, and contributor availability. There is no fixed hourly schedule. Contributors may submit additional qualifying assets throughout the project, subject to project guidelines and QA approval. The current project deadline is October 30, 2026, although timing may change depending on overall asset delivery. Compensation Compensation is paid per approved asset. Rate: $1.00 USD per approved asset Only assets that meet the project's quality requirements and pass QA will be eligible for payment. The project team will provide detailed guidelines and feedback to help contributors meet the required standards. At the expected productivity rate, this may equate to roughly $13 USD/hour, although actual earnings will depend on the number of qualifying assets completed and approved.

Source application questions: This is an immediate-start project. Please confirm that you are available to onboard and begin work right away. · Please confirm that you are currently physically located in Colombia. This is required for project eligibility. · What is your proficiency level in Spanish? Project eligibility requires fluent or near-fluent proficiency. · Do you own or have access to a smartphone capable of taking clear, high-quality photos, as well as a variety of everyday objects you can photograph for this project? · This project is paid per approved asset at $1.00 USD per asset, not hourly. Based on expected productivity, this may equate to approximately $13 USD/hour. Participants are expected to work toward approximately 100–400 approved assets per week. Are you comfortable with this compensation and workload structure?

Source pay statements: Structured source pay: 13; USD; fixed project.