{"type": "article", "title": "Approved Too Late: Verdict Staleness in LLM-Guarded Self-Adaptive Systems", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/approved-too-late-verdict-staleness-in-llm-guarded-self-adaptive-systems", "original_source": "https://www.machinebrief.com/news/approved-too-late-verdict-staleness-in-llm-guarded-self-adap-i2u7", "published": "2026-08-28T04:00:00+00:00", "accessed": "2026-08-28", "id": "approved-too-late-verdict-staleness-in-llm-guarded-self-adaptive-systems"}