WikiSkill Gains Increase with Model Scale, Outperforming SOTA

tuvllms · x · 2026-09-01

WikiSkill is a new method that co-evolves agent skills and a wiki to integrate agent experiences into a growing knowledge base. It significantly outperforms current state-of-the-art skill evolution methods. Notably, similar to chain-of-thought, WikiSkill's benefits do not diminish with scale; instead, its performance gains increase with larger Qwen model sizes.

Related event: Google's WikiSkill: Persistent Wikis Let Agents Turn Experience into Reusable Skills(11 posts)→

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