arXiv cs.CL
· Papers
Ratchet: A Minimal Hygiene Recipe for Self-Evolving LLM Agents
arXiv:2605.22148v2 Announce Type: replace-cross Abstract: Self-evolving skill libraries, pioneered by Voyager, let frozen LLM agents accumulate reusable knowledge without weight updates, yet recent evaluation shows that LLM-authored skills deliver $+0.0$pp over no-skill baselines while human-curated ones deliver $+16.2