Task → Agent + Tool + Learning

Fix a Bug

Debugging with AI works best when you share the error, the file, and what you already tried. Tools can explain a stack trace; agents can search the repo and propose a patch. You still reproduce the bug before you merge.

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Frequently asked questions

Why does AI often guess the wrong fix?

It has the error text, not your running system. Include the stack trace, the file, and what you already tried. An agent that can search the repo still needs you to reproduce the failure.

What should I share when I ask AI to debug?

The command you ran, the full error, the relevant file or function, and whether tests fail locally. Screenshots of a red console help less than the actual log.

Do I still need to reproduce the bug myself?

Yes. Merge only after you see the failure disappear in your environment. Treat a proposed patch as a hypothesis until it runs.