
Oversight Arena: Training an LLM to Catch the AI Failures That Look Like Successes
- Published on
- Reading time
- 9 min read
We built an RL environment where a supervisor LLM learns to manage a 5-agent coding pipeline — detecting hallucinations, deceptive outputs, and coordinated failures that no existing benchmark trains for.