{"type": "article", "title": "Adaptive Capitulation: A Structural Failure Mode of LLM Responses in Vulnerability Contexts", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/adaptive-capitulation-a-structural-failure-mode-of-llm-responses-in-contexts", "original_source": "https://www.machinebrief.com/news/adaptive-capitulation-a-structural-failure-mode-of-llm-respo-i9gb", "published": "2026-07-23T04:00:00+00:00", "accessed": "2026-07-23", "id": "adaptive-capitulation-a-structural-failure-mode-of-llm-responses-in-contexts"}