Who Verifies the Verifier? Co-Evolving Inspectable Graders with Self-Improving Agents.

arXiv:2610.11464v1 Announce Type: new Abstract: We changed the agent: did it actually get better? Every self-improving agent loop answers this hundreds of times, and every answer comes from a verifier. On open-ended tasks none exists, so the loop is handed a h