{"type": "article", "title": "I built a 12-state accountability layer for AI agents here's what I learned", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/i-built-a-12-state-accountability-layer-for-ai-agents-here-s-what-i-learned", "original_source": "https://dev.to/yaminbinyoosuf/i-built-a-12-state-accountability-layer-for-ai-agents-heres-what-i-learned-361i", "published": "2026-09-03T20:49:01+00:00", "accessed": "2026-09-03", "id": "i-built-a-12-state-accountability-layer-for-ai-agents-here-s-what-i-learned"}