{"type": "article", "title": "Closed-Loop Knowledge Dynamics: An Operational Framework for Saturation and Escape", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/closed-loop-knowledge-dynamics-an-operational-framework-for-saturation-and", "original_source": "https://arxiv.org/abs/2607.14185", "published": "2026-07-17T04:00:00+00:00", "accessed": "2026-07-17", "id": "closed-loop-knowledge-dynamics-an-operational-framework-for-saturation-and"}