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EvoLib: Turning experience into evolving knowledge

Microsoft Research · article · Jul 30, 2026 · UTC

LLMs do not get smarter just by remembering more. EvoLib turns experience into evolving knowledge, taking reusable skills and insights that help models learn and adapt across tasks long after deployment. The post EvoLib: Turning experience into evolving knowledge appeared first on Microsoft Research .

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Evidence & attribution

First collected: 2026-09-19T20:28:14.107Z. This is not the publication date.