{"type": "article", "title": "Persistent Semantic Entities in Tool-Augmented LLM Systems", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/persistent-semantic-entities-in-tool-augmented-llm-systems", "original_source": "https://www.machinebrief.com/news/persistent-semantic-entities-in-tool-augmented-llm-systems-yb9a", "published": "2026-08-11T04:00:00+00:00", "accessed": "2026-08-11", "id": "persistent-semantic-entities-in-tool-augmented-llm-systems"}