Agentic RAG Failure Modes: Retrieval Thrash, Tool Storms, and Context Bloat (and How to Spot Them Early)

Agentic Retrieval-Augmented Generation (RAG) systems can silently fail in production due to issues such as retrieval thrash, tool storms, and context bloat, which lead to increased latency and escalating cloud costs. The article emphasizes the importance of early detection methods, including monitoring retrieval patterns and context sizes, to prevent costly failures and optimize system performance before they impact operational budgets.