{"type": "article", "title": "AI Agent Observability: Why Logs, Traces, and Audit Trails Matter", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/ai-agent-observability-why-logs-traces-and-audit-trails-matter", "original_source": "https://vdf.ai/blog/ai-agent-observability-logs-traces-audit/", "published": "2026-05-15T00:00:00+00:00", "accessed": "2026-07-14", "id": "ai-agent-observability-why-logs-traces-and-audit-trails-matter"}