Debugging with AI: Give It the Error, Not the Vibe
2026-07-30aiinmydraft

Debugging with AI: Give It the Error, Not the Vibe

\“It's broken\” is not a bug report. The fastest AI-assisted debugging sessions start with the actual error, not a description of the feeling of being stuck.

The slowest debugging sessions with AI usually start the same way: a vague description of the symptom instead of the actual error. \“The form doesn't work\” forces the model to guess at a problem that the stack trace would have named directly.

Pasting the real error message, the exact reproduction steps, and the relevant file is not extra effort — it is the fastest path to a fix, because it skips the round of questions the model would otherwise have to ask.

A faster loop

  • Paste the actual error or stack trace, not a paraphrase
  • Say what you expected to happen and what happened instead
  • Point to the file where the behavior lives, if you know it
  • Mention anything you already tried, so it isn't repeated

Treat the model like a colleague joining mid-incident — the more real evidence you hand over, the less time gets spent reconstructing the scene.

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