{"type": "article", "title": "State Compression in Two-Agent LLM Relays: A Closed-World Study of Constraint Preservation", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/state-compression-in-two-agent-llm-relays-a-closed-world-study-of-constraint", "original_source": "https://www.machinebrief.com/news/state-compression-in-two-agent-llm-relays-a-closed-world-stu-2xi0", "published": "2026-07-22T04:00:00+00:00", "accessed": "2026-07-22", "id": "state-compression-in-two-agent-llm-relays-a-closed-world-study-of-constraint"}