CapCode Framework Detects Coding Agent Cheating via Capped Evaluation Scores

CapCode constructs coding benchmarks with randomized tests where the maximum achievable non-cheating score is deliberately capped below 1.0, making scores above the cap a statistical signal of shortcut exploitation. The companion CapReward training signal discourages optimization beyond the cap, targeting reward hacking in coding agent training pipelines.