More Rules, Longer Lists? Benchmarking Self-Evolving Agents on a Hidden-Rule Curriculum.

arXiv:2610.40758v1 Announce Type: new Abstract: Self-evolving agents rewrite a persistent state from feedback, but it is largely untested whether this lets them learn a rule nobody told them. An agent can also pass by writing down each correction as an excepti