AI debuggers work best when they can see the exact error, the code near it, what you expected, and what changed recently.

Include the first real failure

Long logs often contain many warnings. The useful clue is usually the earliest error that explains the failure, not the loudest one at the end.

Before sharing logs

  • Remove API keys and tokens.
  • Hide private URLs and customer data.
  • Include versions and commands when relevant.