AI for Debugging and Troubleshooting
Use AI to find and fix bugs faster — by feeding it the right evidence and verifying the fix, not guessing.
Most guides treat AI like an oracle you ask to fix my bug. That is exactly how you ship a confident wrong answer. This course teaches the opposite discipline: AI is a fast hypothesis generator, not a source of truth, and the engineers who debug well with it are the ones who feed it evidence, reproduce the problem, and verify the fix before they trust it.
You will learn to hand AI the things it reads well — stack traces, error messages, noisy logs — and to keep for yourself the things it cannot see: the state of your running system, the timing of a race, the real cause behind a plausible story. Every technique here carries a safety angle, because debugging is where secrets and customer data leak into AI tools most easily.
What you'll be able to do
- Feed AI the right evidence instead of vague vibes
- Analyze stack traces, logs, and errors to reach root cause
- Run a disciplined reproduce, hypothesize, verify, fix loop
- Validate AI-proposed fixes and guard them with regression tests
- Keep secrets and customer data out of every debugging prompt
Curriculum
Module 1: AI as a Debugging Partner
FreeWhat AI is great at when you debug, where it stops, and the habits that keep you safe: give it evidence, verify before you trust, and never paste secrets.
Module 2: From Error to Root Cause
PremiumThe core workflow: read stack traces and logs with AI, generate ranked hypotheses, reproduce the bug, and isolate it with a minimal repro.
- Reading stack traces and error messages14 min
- Reading logs with AI12 min
- Hypothesis-driven debugging15 min
- Minimal repros and rubber-ducking15 min
Module 3: Fixing Safely and Preventing Recurrence
PremiumValidate an AI-proposed fix, guard it with a regression test, handle the bugs where AI guesses wrong, and turn each fix into notes and a reusable playbook.
- Validating an AI-proposed fix15 min
- Writing a regression test14 min
- Performance and concurrency bugs16 min
- Postmortem notes and a debugging playbook15 min
Get the full course.
Start Module 1 free today. More modules coming soon.
Want all 71? Get the All-Access Bundle for $99 — one purchase, every course.