Operationalizing Agentic AI: The Day 0-2 Blueprint for Enterprise Infrastructure
Red Hat, Wednesday, August 12th, 2026
Red Hat sets out a Day 0-2 blueprint for operationalizing agentic AI on enterprise infrastructure.
Red Hat argues that the gap between a working agent demo and a production deployment has nothing to do with the model or framework.
The post opens with a case where three failures hit a single AI agent deployment overnight, producing 43 duplicate tickets, $4,000 charged to the wrong account and a hallucinated refund policy that cost the company a $280 return it had to honour.
The agent ran on LangChain and worked perfectly in staging; every failure was an infrastructure failure rather than an intelligence failure. Red Hat presents a Day 0 through Day 2 blueprint for enterprise infrastructure supporting agents. The guidance covers what must be in place before agents reach production.