Remote Jobs

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.

Job 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.

Job 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.

Job 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.

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.

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