How To Review CI Failures With AI Without Turning Off Your Judgment

AI is very good at making CI failures feel less lonely. That is useful. A large CI log can be hostile terrain: thousands of lines of setup output, dependency chatter, repeated warnings, retry noise, test framework boilerplate, and one real clue hiding near the bottom. Asking an AI tool to …