Small but Mighty: Test Suites as Improvement Signals for Self-Evolving Agents

Yutong Cheng, Wei Cheng, Wenchao Yu +2

A self-evolving agent rewrites its own harness and must decide which rewrites to keep, so its improvement signal is the check a rewrite has to pass. Verifying a rewrite by agent ro…