Google Paper: Skills evolved with a knowledge wiki beat larger models

dair_ai · x · 2026-08-28

Google introduces a skill-evolution system separating raw traces, a persistent knowledge wiki, and executable skills. Experience is consolidated into the wiki, which drives subsequent skill updates. Ablations confirm the wiki's critical role: smaller models with evolved skills outperform substantially larger models without them, and skills transfer effectively across model families.

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