{"type": "article", "title": "“The manual model breaks”: What happens when agents write to production data", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/the-manual-model-breaks-what-happens-when-agents-write-to-production-data", "original_source": "https://thenewstack.io/lakefs-agentic-ai-sandbox/", "published": "2026-06-11T17:35:59+00:00", "accessed": "2026-06-13", "id": "the-manual-model-breaks-what-happens-when-agents-write-to-production-data"}