{"type": "article", "title": "Stateful Guardrails for Multi-Turn LLM Systems: A Conversational Risk Accumulation Framework", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/stateful-guardrails-for-multi-turn-llm-systems-a-conversational-risk-framework", "original_source": "https://www.machinebrief.com/news/stateful-guardrails-for-multi-turn-llm-systems-a-conversatio-i8q3", "published": "2026-07-23T04:00:00+00:00", "accessed": "2026-07-23", "id": "stateful-guardrails-for-multi-turn-llm-systems-a-conversational-risk-framework"}