{"type": "article", "title": "Beyond Static Summarization: Proactive Memory Extraction for LLM Agents", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/beyond-static-summarization-proactive-memory-extraction-for-llm-agents", "original_source": "https://arxiv.org/abs/2601.04463", "published": "2026-07-24T07:39:30+00:00", "accessed": "2026-07-24", "id": "beyond-static-summarization-proactive-memory-extraction-for-llm-agents"}