Inspectable graders co-evolved from clustered failures can outperform hand-authored rubric compositions on held-out agreement, suggesting a more reliable verification path for self-improving agents on open-ended tasks.

#AISafety #AgentVerification #MachineLearning
https://arxiv.org/abs/2610.11464