The usual cause is data rather than configuration. AI Agents need an accurate CMDB to identify what they are acting on, current runbooks to remediate from, and retrievable knowledge articles to resolve against. Where any of the three is missing the agent escalates to a human instead of failing visibly, and deflection stays flat.

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