{"type": "article", "title": "12-Factor Agents - Principles for building reliable LLM applications", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/12-factor-agents-principles-for-building-reliable-llm-applications", "original_source": "https://kirahowe.com/2026/jul/15/12-factor-agents-principles-for-building-reliable-llm-applications", "published": "2026-07-15T12:00:00+00:00", "accessed": "2026-08-18", "id": "12-factor-agents-principles-for-building-reliable-llm-applications"}