{
  "id": 11077214,
  "title": "Do Self-Evolving Skills Generalize to Held-Out Tasks?",
  "url": "https://urgent.news/2026/09/30/do-self-evolving-skills-generalize-to-held-out-tasks",
  "topic": "ai",
  "section": "AI",
  "published": "2026-09-30T07:14:35.000Z",
  "source": {
    "name": "arXiv cs.AI",
    "slug": "arxiv-cs-ai",
    "url": "https://arxiv.org/abs/2609.39148v1"
  },
  "original_language": "en",
  "account": null,
  "summary": "AI agents can externalize what they learn from past tasks into reusable \\emph{skills}, such as procedures, checklists, code, or other executable artifacts, that can be retrieved and reused when solving new tasks. Self-evolving skill methods keep rewriting these skills after each round of practice on training tasks, and the skill is then used on new tasks of the same kind. We ask a question: does…",
  "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."
}