Why single AI agents fail at scale: Building governed multi-agent networks

A secured agent that can’t reach anything is just expensive autocomplete with a badge. In “Why prompt-level guardrails aren’t enough,” I walked through how Red Hat AI allows you to give each agent a cryptographic identity and lock down what it can touch. That solves the trust problem, but it doesn’t solve the connectivity problem, and the connectivity problem is where I see most enterprise agent rollouts stall—not because the model fails, but because the plumbing does.In our previous articles, we talked about how 3 failures hit a single AI agent deployment overnight—43 duplicate tickets, $