WikiSkill: Small Models Beat Large Ones with Evolving Skills

A preprint introduces WikiSkill, a framework that separates raw agent experience, a persistent wiki, and executable skills to combat knowledge forgetting. The authors report that small models with evolved skills can outperform larger models.

2026-08-30 ~ 2026-08-31 · 2 related posts

• Preprint: smaller models with evolved skills beat larger ones; WikiSkill keeps a persistent wiki — Crescitaly · 2026-08-30
• Google WikiSkill: Co-evolving Agent Skills with a Persistent Knowledge Base — tuvllms · 2026-08-31