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OpenTrain

RL Environment Engineer for AI Safety Coding Agents

You will create complete reinforcement learning environments for realistic coding tasks. These environments help evaluate how AI coding agents solve problems, use tools, handle security issues, and respond to failures.

Field
Energy & earth sciences
Where
Remote
Commitment
part time
Hours
up to 20/week
Posted
7 days ago

Pay data for your profession: Science AI trainer jobs

How this pay compares

Among platforms with 10 or more priced energy & earth sciences roles, OpenTrain AI has the highest median ($85/hr across 39 roles) and Alignerr the lowest ($45/hr across 10).

OpenTrain AI roles that closed since late October stayed listed a median of 31 days (122 roles). OpenTrain AI posted this one 7 days ago.

Computed from 2,746 open roles we track across Mercor, micro1, Handshake AI, Alignerr, Appen and OpenTrain AI, refreshed daily. Midpoints of listed ranges; “up to” ceilings are left out of medians.

Open energy & earth sciences roles on each platform

The same kind of work, priced on every platform we track, with the best-paid open role on each.

“Up to” rows list only ceilings, so their median is a maximum, not comparable with the range midpoints above them.

All 74 open energy & earth sciences roles →

The full listing

As posted on OpenTrain AI. See the original

The work

You will create complete reinforcement learning environments for realistic coding tasks. These environments help evaluate how AI coding agents solve problems, use tools, handle security issues, and respond to failures.

You will also review agent reasoning traces, find failure causes, and improve scenario packages using structured quality feedback. Work includes secure coding, prompt injection testing, AI red teaming, and tool misuse testing.

  • Design coding scenarios, fixtures, and repositories.
  • Write production-quality Python code, reference solutions, pytest harnesses, and deterministic verifiers.
  • Build containerized, offline environments with Docker.
  • Review agent trajectories and diagnose why tasks failed.
  • Test vulnerabilities and apply appropriate remediation.
  • Revise benchmark packages after quality review.

What it pays and takes

This is a remote, part-time contractor role for experienced software, security, or machine learning engineers. Tasks are paid after they pass quality review and can be completed within flexible deadlines.

  • Pay: $200 fixed price per task.
  • Time: Less than 20 hours per week.
  • Location: Open worldwide and fully remote.
  • Experience: Intermediate level; experience with AI evaluation, benchmark authoring, red teaming, application security, penetration testing, CTFs, or coding agents is highly valued.
  • Required skills: Strong Python, Docker fluency, production-quality coding, pytest, Linux and shell, and the ability to build offline environments.
  • You should understand software vulnerabilities and remediation, review agent reasoning traces, diagnose failures, and use an adversarial but fair approach.

How it works

Apply on OpenTrain. The employer reviews applications there.

About AI training work

AI training is the human work behind modern artificial intelligence, including writing code, creating evaluations, testing model behavior, and reviewing AI outputs. Experienced contributors are paid for applying technical judgment to help make AI systems more reliable and safer.

From applying to your first payment on OpenTrain AI

  1. 1

    Create a profile

    Create a free OpenTrain profile with your domains, languages and hourly rate.

  2. 2

    Apply

    Apply to the listing. Some listings hire through OpenTrain; others send you to the hiring platform.

  3. 3

    Funded milestones

    The client funds each milestone before work starts.

  4. 4

    First payment

    OpenTrain pays out to your connected payout method when the client approves the milestone. It doesn't publish a fixed payout schedule.

Sources: OpenTrain: AI training careers, OpenTrain docs: invoicing and payouts

Full OpenTrain AI profile: watch-outs and the public record →

Pay history

OpenTrain AI has listed this role at $200 per task since Nov 4, 2026 with no change.

What workers report about OpenTrain AI

Anonymous reports from people who applied or worked there: whether they got work, what they were paid and how fast.

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