New: RL environments scored against human competitors →

ML Research Expert

You will judge whether an agent did machine-learning research or only produced a score. Data handling, experiment design and results that hold on held-out answers.

What we are looking for

Published author with benchmark or competition work

  • Publications — First-author papers or top competition finishes
  • Experiment design — You know what a fair baseline is
  • Leakage instinct — You find the split that leaked
  • Clarity — You can write a task an agent cannot misread

Work you might do

  • Authoring research tasks graded by the platform that holds the answers
  • Reviewing agent experiments for leakage and cherry-picking
  • Writing reference solutions and baselines
  • Designing tasks where overfitting the public split fails

How it works

Apply now, or join the list.

  1. 01

    Apply or join the waitlist

    Apply for this role in a minute, or leave your email and field below.

  2. 02

    Get invited when your world opens

    We invite experts in waves, as environments in each field go live.

  3. 03

    Define what correct means

    Paid, remote contract work: set the rules agents are graded against and review their runs.

Not ready to apply? Join the expert waitlist and we will write when a world in your field opens.

Paid, remote, contract work. Top rates from $40 to $300 an hour, by role.