{"type": "article", "title": "LLMs Can Predict Failure Risk, But Struggle to Predict Which Collaboration Protocol Pays Off: Cost-Aware Protocol Routing Across Reasoning Tasks", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/llms-can-predict-failure-risk-but-struggle-to-predict-which-collaboration-pays", "original_source": "https://www.machinebrief.com/news/llms-can-predict-failure-risk-but-struggle-to-predict-which-y0j1", "published": "2026-08-18T04:00:00+00:00", "accessed": "2026-08-18", "id": "llms-can-predict-failure-risk-but-struggle-to-predict-which-collaboration-pays"}