Discovery Meets Its Limits: General AI vs. Specialized Infrastructure Tools

Claude's rapid infrastructure discovery demonstrates where general-purpose AI excels but also where it fails: identifying what's running is easy; prioritizing risks, visualizing topology, and integrating with workflows is not. This gap between discovery and operations suggests that infrastructure teams will increasingly need both AI generalists for breadth and specialists for depth.