{"type": "article", "title": "ASK in the Dark: Uncertainty-Gated LLM Assistance under Partial Observability", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/ask-in-the-dark-uncertainty-gated-llm-assistance-under-partial-observability", "original_source": "https://arxiv.org/abs/2607.02686", "published": "2026-07-07T04:00:00+00:00", "accessed": "2026-07-07", "id": "ask-in-the-dark-uncertainty-gated-llm-assistance-under-partial-observability"}