Google WikiSkill: Co-evolving Agent Skills with a Persistent Knowledge Base

tuvllms · x · 2026-08-31

Google introduces WikiSkill, a framework that co-evolves agent skills with a persistent knowledge base (wiki). By separating raw execution experience, accumulated knowledge, and executable skills, WikiSkill continuously consolidates experience into the wiki, allowing subsequent skill updates to build upon it. This approach consistently outperforms state-of-the-art skill-evolution methods across diverse benchmarks and demonstrates that skill evolution complements model scaling.

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