About Micro1: Job DescriptionRole Title: LawyerRole Type: ContractorLocation: Remotemicro1 is selecting Lawyers to contribute valuable legal expertise to a customer’s project focused on reviewing and drafting legal documents. 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 focus on analyzing sample contracts, identifying and flagging risky or problematic clauses, and providing clear, concise explanations of legal concepts for non-lawyers. All engagement data will be public or synthetic, ensuring no confidential or proprietary client information is used.Scope of WorkReview sample or template contracts and other legal documents to assess clarity, enforceability, and risk.Identify, analyze, and flag potentially risky or problematic clauses, providing detailed written commentary.Draft brief memos summarizing findings, key risk areas, and suggested improvements for each document reviewed.Conduct basic legal research using only public sources to inform document analysis and recommendations.Translate complex legal concepts into clear, accessible language for non-lawyer audiences.Adhere strictly to confidentiality and conflict-of-interest protocols, working exclusively with public or synthetic data.Preferred QualificationsJuris Doctor (JD) degree with active or lapsed bar membership in any U.S. jurisdiction.4+ years of practice experience, with a strong focus on document-heavy legal work (e.g., contracts, compliance, transactions).Demonstrated expertise in contract drafting, review, and risk assessment.Exceptional written and verbal communication skills, with a talent for explaining legal concepts to diverse audiences.Meticulous attention to detail and a methodical approach to legal analysis.Proven commitment to confidentiality and careful management of conflicts of interest.Experience working with or interest in technology, AI, or legal operations is a plus.
About Micro1: Job DescriptionRole Title: Sociology Teachers, PostsecondaryRole Type: ContractorLocation: Remotemicro1 is selecting Sociology Teachers, Postsecondarys to contribute their disciplinary expertise to a customer's education-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 WorkDesign assessment tasks rooted in sociological concepts, ensuring prompts are clear, measurable, and suitable for application by third-party educators.Create high-quality rubrics that precisely align with each assessment task, incorporating established pedagogical frameworks such as Bloom's taxonomy.Review and provide detailed, actionable feedback on a variety of educational materials, promoting clarity, rigor, and authenticity.Synthesize relevant sociological literature and research to inform task and rubric development, ensuring academic integrity and up-to-date content.Document rationale and criteria for each assessment and rubric, supporting transparency and transferability across educational contexts.Collaborate asynchronously with other domain experts and project stakeholders through strong written and verbal communication.Support ongoing improvements by iteratively refining materials in response to peer and project feedback.Preferred QualificationsPhD or ABD in Sociology or a closely related discipline.Active record of teaching and research/publication at the postsecondary level.Demonstrated expertise in developing high-quality assessment tasks and rubrics as part of your professional practice.Deep knowledge of pedagogical principles, including Bloom’s taxonomy and other assessment frameworks.Strong analytical and synthesis skills with experience distilling complex sociological theories into clear, actionable educational content.Proven ability to give constructive feedback and review peer work objectively.Exceptional written and verbal communication skills, with a commitment to clarity and academic rigor.
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Measurable task prompts
About Micro1: Job DescriptionRole Title: Senior Software EngineerRole Type: Contractor (~15 hrs a week)Location: Remotemicro1 is selecting expert Senior Software Engineers to support 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.As an expert you will be creating Reinforcement Learning Environments which test and AI model's ability to solve complex software engineering problems related to fixing code, creating features, refactoring code and optimizing performance. You will be tasked with creating a reproducible environment and golden reference solution for the problem.Scope of WorkContribute expert-level code samples, debugging strategies, and development insights in Python3, Java, Rust, Go, C++, or TypeScript.Analyze, troubleshoot, and resolve complex software defects and performance bottlenecks in diverse codebases.Implement robust new features, ensuring scalability, maintainability, and adherence to software best practices.Refactor and optimize legacy code to improve clarity, efficiency, and long-term reliability.Document technical reasoning, solution approaches, and code decisions to enhance AI training data quality.Review and validate peer-contributed code and technical submissions for accuracy and clarity.Preferred QualificationsSignificant hands-on expertise in at least one of the following: Python3, Java, Rust, Go, C++, or TypeScript.Deep understanding of algorithms, data structures, and software engineering principles.Proven ability to debug complex systems, resolve bugs, and deliver effective optimizations.Experience with large codebase refactoring and legacy system modernization.Track record of delivering high-impact features from conception through delivery within cross-functional projects.Strong documentation and communication skills to articulate technical concepts clearly.Interest in or curiosity about AI and its technical challenges (previous AI experience not required).Compensation StructureCompensation 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 & AvailabilityWe 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.
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About Micro1: Job DescriptionRole Title: Voice Recorder (French + English)Role Type: ContractorLocation: Remotemicro1 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 WorkRecord 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 QualificationsNative-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.
About Micro1: Job DescriptionRole Title: Voice Recorder (Japanese + English)Role Type: ContractorLocation: Remotemicro1 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 WorkRecord 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 QualificationsNative-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.