Wrapping an LLM in a ReAct loop with a few Python tool definitions works fine in a demo sandbox, but deploying it against enterprise infrastructure turns minor hallucinations into cascading outages, ghost database writes, and silent data corruption. The naive approach to agentic automation assumes perfect deterministic tool execution, treats every API call as inherently…