{"type": "article", "title": "LangGraph supervisor template with budget guards, retries, and resumable human approval", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/langgraph-supervisor-template-with-budget-guards-retries-and-resumable-human", "original_source": "https://gist.github.com/ayaqen/8fe05d2d7222d309c079cdde6cec858c", "published": "2026-07-20T19:01:28+00:00", "accessed": "2026-08-18", "id": "langgraph-supervisor-template-with-budget-guards-retries-and-resumable-human"}