{
  "id": 18551,
  "title": "EvoLib: Turning experience into evolving knowledge",
  "url": "https://urgent.news/2026/07/30/evolib-turning-experience-into-evolving-knowledge",
  "topic": "ai",
  "section": "AI",
  "published": "2026-07-30T16:00:00.000Z",
  "source": {
    "name": "Microsoft Research",
    "slug": "microsoft-research",
    "url": "https://www.microsoft.com/en-us/research/blog/evolib-turning-experience-into-evolving-knowledge/"
  },
  "original_language": "en",
  "account": null,
  "summary": "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 .",
  "key_points": [],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}