Self-evolving language-model agents

Language-model agents designed to rewrite a persistent state after feedback; CLR-Bench tests whether they actually learn latent rules rather than only logging exceptions.

CLR-Bench Probes Whether Self-Evolving Agents Learn Hidden Rules or Just Log Exceptions