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The problem.

  • A red pipeline means digging through noisy job logs to find the one line that matters
  • The fix is often tiny, but finding the cause, and whether it’s a real bug, a bad test or a config typo, eats the time
  • AI fixers that merge or deploy on their own are hard to trust