{"type": "article", "title": "Necessity Protects Chain of Thought Monitoring by Prevention, Not Disclosure", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/necessity-protects-chain-of-thought-monitoring-by-prevention-not-disclosure", "original_source": "https://www.lesswrong.com/posts/4EvWpvFvHzmPvuiF5/necessity-protects-chain-of-thought-monitoring-by-prevention", "published": "2026-07-23T03:11:10+00:00", "accessed": "2026-07-23", "id": "necessity-protects-chain-of-thought-monitoring-by-prevention-not-disclosure"}