AI Agent Trajectory Annotator and Reviewer
$20 - $30 per hourBespoke Labs
Type: Contract, hourly
Location: Remote
Hours: 20–30 per week
Pay: $20–30/hour, based on experience and language coverage
Start: Immediate
ABOUT THE ROLE
We evaluate how well advanced AI coding agents solve real engineering problems. An agent is given a real open source codebase inside a container and a hard task, then works on its own for 80 to 250 steps. A trajectory is the full record of that run — every command, result, and decision.
You will do two jobs, and you should expect either on any given day.
•Annotate — Read a trajectory nobody has looked at yet and judge it step by step.
• Review — Take an existing annotation, written by our AI tooling or another person, and confirm, correct, or reject it.
TASKS YOU'LL SEE
• Feature build — Add a working feature to a live library without breaking anything that already worked.
• Rebuild — Work out what a compiled tool does by running it, then rebuild it to match its output, exit codes, and file effects.
• Bug hunt — Find and fix twenty undocumented bugs across a dozen files with no test suite, then record what caused them.
Mostly Python and Go, with some Rust, C, and Ct+. A trajectory runs about 100 steps.
WHAT YOU JUDGE IN A TRAJECTORY
• Was the command right for the state the environment was actually in?
• Did the agent read the previous output correctly?
• Was the step wrong, or only inefficient — these are scored differently.
• Where did the run first go off course — usually earlier than where it visibly broke.
• Did the agent notice its own mistake and recover, or keep building on a false assumption?
• Did it game the grader instead of solving the task (e.g., weakening a test or hardcoding an expected value)?
WHAT WE NEED FROM YOU
• Experience — 2+ years in software engineering, DevOps, or site reliability, with real debugging in real codebases.
• Languages — Strong in Python or Go, and able to read a language you've never used.
• Linux — Comfortable with logs, running processes, build failures, and containers.
• Workflow — Everyday Git, diffs, pull requests, and issue tracking.
• Debugging — Able to work with no test suite and no error message pointing at the cause.
• Focus — Able to hold context across a long run, because step 74 can depend on step 12.
• Writing — Clear English, since every judgement needs an explanation another engineer can check.
- ...experienced forestry and land management professionals to help shape how AI understands sustainable forestry, ecosystem dynamics, and land-... ...to cutting-edge AI development on your own schedule. You will review AI-generated scenarios, assess content accuracy, and provide...SuggestedHourly payContract workRemote work10 hours per weekFlexible hours
- Outlier is seeking detail-oriented English speakers to review AI-generated media on a fully remote, flexible schedule. You will roleplay conversations with AI voice models, compare visuals and assess how closely outputs follow prompts, then explain what looked or sounded...SuggestedRemote jobWeekly payFlexible hours
- Outlier is seeking detail-oriented English speakers to review AI-generated media. You will hold live conversations with AI voice models, compare image and video pairs, and explain what’s off, all remotely and on your own schedule. At Outlier, your expertise helps shape...SuggestedRemote jobWork from homeFlexible hours
$18 per hour
Outlier is hiring detail-oriented reviewers to evaluate AI-generated media. You will engage in live conversations with AI voice models, compare image and video pairs, and explain what looks off, all on a remote, flexible schedule. Pay is up to $18 USD per hour with weekly...SuggestedRemote jobHourly payWeekly payFlexible hours- Outlier is seeking detail-oriented English speakers to review AI-generated media. You will roleplay live conversations with an AI voice model, score exchanges, compare generated images and videos to judge adherence to prompts, and explain in writing what looked off, all...SuggestedRemote jobFlexible hours
- Outlier in the United States is seeking detail-oriented English speakers to review AI-generated media. You will hold live conversations with AI voice models, compare AI-generated images and videos, and explain what’s off, all remotely and on your own schedule. Responsibilities...Remote jobWeekly payFlexible hours
- Outlier is seeking detail-oriented English speakers to review AI-generated media. You will hold live conversations with AI voice models, compare image and video pairs, and explain in writing what looked or sounded wrong, all remotely and on your own schedule. Responsibilities...Remote jobWeekly payFlexible hours
- Outlier is seeking detail-oriented English speakers to review AI-generated media. You will roleplay live conversations with an AI voice model, score exchanges, and explain in writing what looked or sounded off, all remotely and on your own schedule. At Outlier, your work...Remote jobWeekly payFlexible hours
- ...PhD researcher or postdoctoral AI researcher working under... ...AI Engineer Intern - Advancing Agent Quality with a strong research... ...leading frontier models. Build trajectory-analysis frameworks and diagnostic... ...Think Tank as part of weekly review sessions and select strategic...Full timeInternshipLocal area
$50 per hour
Outlier is seeking a remote freelance OpenClaw agent builder to shape autonomous agents. Work flexible hours from anywhere, earning up to... .... Join a mission-focused team and contribute to training AI systems with real-world workflows. We value back-end engineering,...Remote jobHourly payWeekly payFreelanceFlexible hours$50 per hour
Outlier is shaping the future of autonomous agents by offering freelance OpenClaw Agent Builder opportunities. This remote role pays up to... ...$50 USD/hr and features weekly payments. Work with cutting-edge AI projects and contribute to multi-step agent orchestration. We welcome...Remote jobWeekly payFreelance$50 per hour
Outlier is inviting engineers to join its open, freelance OpenClaw Agent Builder program. Work remotely from anywhere with flexible hours... ...real projects. This is a 1099 contract opportunity with generous incentives and access to premier AI tools. #J-18808-Ljbffr OutlierRemote jobHourly payContract workFreelanceFlexible hours$50 per hour
Outlier is seeking contributors to shape the future of autonomous agents like OpenClaw. This freelance, remote role offers pay up to $50... ...workflows. Ideal candidates have 2+ years in backend engineering or AI automation, with strong emphasis on producing reliable production...Remote jobWeekly payFreelance$50 per hour
Outlier is seeking contributors to shape the future of autonomous agents like OpenClaw. This freelance, remote opportunity offers rates up... ...software with modular design. Join to work on live, multi-turn AI systems and collaborate with top engineers worldwide. #J-18808-Ljbffr...Remote jobWeekly payFreelanceWorldwideFlexible hours$50 per hour
...is seeking skilled freelancers to help shape autonomous OpenClaw agents. This remote opportunity pays up to $50 USD/hr, with weekly payments... ...building and improving multi-step agent workflows for real-world AI applications, with exposure to tools like Supabase, Gmail, and...Remote jobWeekly payFreelanceFlexible hours$50 per hour
Outlier is seeking contributors to shape the future of autonomous agents like OpenClaw. This freelance, remote role offers compensation up... ...USD/hr with weekly payments. Join a community of experts helping AI systems coordinate complex workflows and deliver real-world...Remote jobWeekly payFreelance$50 per hour
...is seeking skilled freelancers to shape the future of autonomous agents like OpenClaw. This remote, freelance role offers pay up to 50 USD... ...and flexible scheduling. You’ll collaborate with leading AI projects to train agents for multi-step decision making and real-...Remote jobWeekly payFreelanceFlexible hours$50 per hour
Outlier is seeking a freelance OpenClaw Agent Builder to shape the future of autonomous agents. This remote role offers up to $50 USD/hr with weekly payments and exposure to cutting-edge AI projects. Join a team that collaborates with top AI organizations to train LLMs...Remote jobWeekly payFreelance$50 per hour
Outlier is seeking OpenClaw Agent Builders to shape the future of autonomous agents. This freelance, remote opportunity offers rates up to $50 USD per hour and weekly payments, with flexible hours and no minimum commitment. Join a growing platform used by top engineers;...Remote jobHourly payWeekly payFreelanceFlexible hours$50 per hour
Outlier is seeking an OpenClaw Agent Builder for freelance, remote work in the United States. Earn up to $50 USD/hr with weekly payments and flexible hours. We collaborate with leading AI organizations to train LLMs to act as proactive, multi-step agents. You will contribute...Remote jobWeekly payFreelanceFlexible hours$50 per hour
Outlier is hiring for an OpenClaw Agent Builder—a freelance, remote role. Shape the future of autonomous agents by building and evaluating... ...payments. Join a community of experts contributing to advanced AI training projects. Ideal candidates have 2+ years in backend engineering...Remote jobWeekly payFreelanceFlexible hours- ...protective legacy. Proven to be worthy of trust and confidence. \n Joining the United States Secret Service (USSS) as a Special Agent offers a unique and rewarding career dedicated to serving the nation through our dual mission of criminal investigations and protection...OverseasTrial period
$50 per hour
Outlier is seeking contributors to shape the future of autonomous agents like OpenClaw. This freelance, remote role offers up to $50 USD/... ...scheduling. You’ll join a network that collaborates with leading AI organizations to train LLMs for proactive, multi-step agent workflows...Remote jobWeekly payFreelanceFlexible hours- ...families are still without adequate coverage. A wave of veteran agents is heading into retirement. And more clients than ever are... ...discipline, and skill to directly shape their income and career trajectory. Remote options available. Full training provided. Licensing...Remote workShift work
$50 per hour
Outlier is seeking OpenClaw Agent Builders to shape autonomous agents. This freelance, remote role offers payment up to $50 USD per hour and weekly payments. Ideal candidates have strong backend, AI automation, and multi-turn system experience. You'll work on writing eval...Remote jobHourly payWeekly payFreelance10 hours per week$50 per hour
Outlier is seeking an OpenClaw Agent Builder to shape the future of autonomous agents. This freelance, remote role offers up to $50 USD/hr with weekly payments and global collaboration. You will contribute to building, evaluating, and refining agent behaviors across live...Remote jobWeekly payFreelanceFlexible hours- ...are looking for detail-oriented Video Annotation Specialists to review and annotate videos of robotic arms performing various tasks. The... ...accurate video labeling and structured data annotation to support AI and machine-learning projects.Key Responsibilities Review videos...For contractorsRemote work
$50 per hour
Outlier is seeking contributors to build and evaluate autonomous OpenClaw-like agents. This freelance, remote opportunity offers up to $50 USD/hr and weekly payments. You’ll collaborate with AI teams to improve agent orchestration and system design across data parsing,...Remote jobWeekly payFreelance$50 per hour
Outlier is seeking an experienced freelance OpenClaw Agent Builder to help shape the future of autonomous agents. Work remotely, choose... ...test agent behaviors across live environments, collaborating with AI projects that push current technology forward. #J-18808-Ljbffr OutlierRemote jobWeekly payFreelance$50 per hour
Outlier offers freelance, remote opportunities to shape the future of autonomous AI agents. Earn up to $50 per hour with weekly payments and flexible hours. We collaborate with leading AI organizations to train advanced systems, requiring practitioners who can design, implement...Remote jobHourly payWeekly payFreelanceFlexible hours
Do you want to receive more vacancies?
Subscribe and receive similar vacancies to AI Agent Trajectory Annotator and Reviewer. Be the first to apply!




