OpenEnv Live
Getting started

Investigate a queue of ads for fraud signals, gather evidence, and render verdicts under a limited action budget.

  1. Choose a task from the dropdown and click Reset environment.
  2. Select an action type (investigate / verdict / skip / link_ads) and the target ad ID, then click Execute action.
  3. Repeat: uncover evidence, link related ads, and submit verdicts until the budget runs out or all ads are reviewed.
  4. Click Get grader score to see the episode score.
Total ads
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Reviewed
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Budget left
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Step
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Env score
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Cumulative reward
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Cumulative reward trajectory

Select a task and reset to begin.
Ad queue
Subject profile
Investigation findings
RL intelligence log
Take action
Verdict history
Benchmarks (cached)
Click "Load baseline JSON" to fetch /baseline.