Author

Cyrus Rashtchian

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Preprint Aug 2026

WikiSkill: Compiling Agent Experience into Persistent Knowledge for Skill Evolution

WikiSkill is introduced, a framework that co-evolves agent skills with a persistent knowledge base (wiki) and it is found that skill evolution complements model scaling: larger models generally benefit more from evolved skills, while smaller models with skills can outperform substantially larger models without them.

Liyan Tang, Cyrus Rashtchian, Chun-Sung Ferng et al. · 0 citations