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AI agents now query the same ownership, dependency, and on-call data engineers already rely on, over MCP.

AI is changing how software gets built, but it does not change the core problems engineering organizations need to solve. If anything, it makes them more important.

The gap between a standard your platform team defines and a codebase that actually reflects it is where engineering capacity quietly disappears.