failure-conditioned learning

Coding with AI

A failure-conditioned reinforcement learning method is presented for long-horizon software engineering agents.

Failure-conditioned learning trains coding agents from failed patches, improving Qwen3.5-4B to 52.8% Resolved@2 on SWE-bench Verified.

Oct 31, 2026