Bad Genius: Counterfactual-Guided Harness Evolution Beyond Task-Specific Shortcuts

Guojun Zhu, Xunheng Huang, Peng Yin +3

Reliable agent evaluation is complicated by automatic harness optimization, which repeatedly uses a released benchmark $B_{\mathrm{rel}}$ to guide a Proposer that edits prompts, me…