{"type": "article", "title": "Shrinking Context Windows: The Roundtable Test Shakes Up LLM Coordination", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/shrinking-context-windows-the-roundtable-test-shakes-up-llm-coordination", "original_source": "https://www.machinebrief.com/news/shrinking-context-windows-the-roundtable-test-shakes-up-llm-mv34", "published": "2026-07-15T06:39:40+00:00", "accessed": "2026-07-15", "id": "shrinking-context-windows-the-roundtable-test-shakes-up-llm-coordination"}