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.

More Updates

Checkout Flow Acceptance Criteria That Test Real Behavior
general2026-10-03

Checkout Flow Acceptance Criteria That Test Real Behavior

Start checkout flow with the result that must remain trustworthy. That means the work has to keep price authority on the server and connect payment intent, webhook, fulfillment, retry, and receipt. Without that boundary, redirect success alone does not prove…

checkout flowacceptance-criteriapractical guide
Read
Backups Acceptance Criteria That Test Real Behavior
general2026-10-03

Backups Acceptance Criteria That Test Real Behavior

The value of backups appears when the team can explain the decision before discussing implementation. The practical scope is to name the protected data, schedule, retention, encryption, restore owner, and acceptable loss window. The central risk is that a…

backupsacceptance-criteriapractical guide
Read
Accessibility Acceptance Criteria That Test Real Behavior
general2026-10-02

Accessibility Acceptance Criteria That Test Real Behavior

Planning accessibility becomes reviewable only after its state, owner, and failure boundary are visible. In practice, the team needs to define keyboard order, focus visibility, semantics, labels, errors, contrast, zoom, and reduced-motion behavior.…

accessibilityacceptance-criteriapractical guide
Read
Back to updates