{"type": "article", "title": "AgentAbstain: Do LLM Agents Know When Not to Act?", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/agentabstain-do-llm-agents-know-when-not-to-act", "original_source": "https://arxiv.org/abs/2607.10059", "published": "2026-07-20T12:45:03+00:00", "accessed": "2026-07-21", "id": "agentabstain-do-llm-agents-know-when-not-to-act"}