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This approach accumulates codebase-understanding debt and the call to pay the piper could come at any time

Maybe. Challenge for you: take the last 10 production outages, and paste the symptoms into Fable or Opus 5, and ask it for a diagnosis.

How many does it one shot in less time than your outage lasted?