{"type": "article", "title": "From Memory to Skills: Evidence-Grounded Co-Evolution Governance for Long-Horizon LLM Agents", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/from-memory-to-skills-evidence-grounded-co-evolution-governance-for-long-horizon", "original_source": "https://arxiv.org/abs/2607.16621", "published": "2026-07-21T04:00:00+00:00", "accessed": "2026-07-22", "id": "from-memory-to-skills-evidence-grounded-co-evolution-governance-for-long-horizon"}