AfterQuery
AfterQueryVerified listing

Robotics and RL Researcher (Research Coding Tasks)

80/hr
Remote
contract
Posted October 29, 2026
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Listing checked October 30, 2026 · pay as published by AfterQuery

Key details

Pay
$80/hr
Location
Remote
Job type
contract
Posted
October 29, 2026

Overview

AfterQuery pays researchers to turn their own published robotics and reinforcement learning work into coding tasks that frontier AI agents attempt. You take a paper with released code, strip out the implementation behind its main contribution, and package the rest as a benchmark an agent can solve. Grading rests on held-out workloads and per-metric thresholds that you set. The arrangement suits PhD-level people who already publish and ship code, and the schedule bends around your own lab or research work.

What You'll Do7

  • Turn a published paper with public code into a research coding task an AI agent can attempt end to end.
  • Remove the code that carries the paper's central contribution, then package the remaining project as the starting point.
  • Write the task statement that tells an agent what to rebuild and which results it must match.
  • Define held-out evaluation workloads and per-metric pass thresholds for the task.
  • Supply a hidden reference solution plus a second working solution that clears the bar you set.
  • Review agent attempts against your thresholds and record where each run holds up or falls short.
  • Confirm the task stays solvable while still demanding real work from a capable agent.

Requirements6

  • Published research in robotics or reinforcement learning at venues such as CoRL, RSS, ICRA, IROS or NeurIPS, or comparable standing.
  • Released code for at least one paper, with a GitHub repository or artifact link you can share.
  • PhD in computer science or a related field, finished or in progress.
  • First-author papers that report measured gains over a baseline stand out.
  • Comfort with Docker and benchmark setups that another person can reproduce.
  • Depth in robot learning, sim-to-real transfer, control or reinforcement learning.

Who Should Apply

A PhD researcher or research engineer who has shipped code alongside a robotics or RL paper and can judge what makes a result reproducible. You will design evaluation criteria that hold up when someone else runs them.

Salary Insight

The listing quotes $80 per hour and $200 for each approved task, with a task taking a few hours. Track your actual hours per task against the $200 figure to see where the effective rate lands.

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Aggregated

This role · as published

$80/hr

Taken from the listing itself.

Typical pay · estimated

$68/hour

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Most AI Training roles pay $35–$92 per hour. This role's pay falls inside that range.

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Required skills

RoboticsReinforcement LearningRobot LearningSim To Real TransferRobot ControlPyTorchDockerBenchmark DesignEvaluation MetricsGitHubCorlIcraIrosRssNeurips

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