PaperAgent

Jun 4, 2026 · Artificial Intelligence

SkillOpt: Enabling Self‑Evolving Agent Skills via Text‑Space Optimization

SkillOpt reframes LLM agent skills as trainable external state, applying a deep‑learning‑style optimizer to systematically improve skill documents, and demonstrates across six benchmarks, seven models, and three execution modes that this approach yields consistent, large gains and robust transferability.