{"type": "article", "title": "Toward Auditable AI Scientists: A Hypothesis Evolution Protocol for LLM Agents", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/toward-auditable-ai-scientists-a-hypothesis-evolution-protocol-for-llm-agents", "original_source": "https://arxiv.org/abs/2607.09195", "published": "2026-07-13T04:00:00+00:00", "accessed": "2026-07-14", "id": "toward-auditable-ai-scientists-a-hypothesis-evolution-protocol-for-llm-agents"}