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vignesh2027/ai-agent-skills/debugging-and-error-recovery
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PublishedSeptember 28, 2026 at 12:05 AM
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version: "1.0.0" name: debugging-and-error-recovery description: Systematic root-cause analysis — stop guessing, start isolating difficulty: junior domains: [general]


Overview

Debugging is a skill, not luck. Effective debugging is systematic: form a hypothesis, design a minimal test, validate or falsify, repeat. Random changes are not debugging — they are gambling.

When to Use

  • When a test is failing and the cause is unclear
  • When behavior in production differs from behavior in development
  • When you've been debugging the same issue for more than 30 minutes

Process

Step 1: Reproduce reliably

Before investigating: reproduce the issue consistently. If you can't reproduce it, you can't verify you've fixed it.

Step 2: Gather evidence

Read the full error message (not just the last line). Check: logs, stack traces, metrics, recent changes. What changed recently?

Step 3: Form a hypothesis

Write down a specific, falsifiable hypothesis: "I believe the error is caused by X because of Y."

Step 4: Isolate the smallest reproduction

Create the simplest possible test case that reproduces the issue. Remove everything that is not necessary for the bug to manifest.

Step 5: Test the hypothesis

Design an experiment that will either confirm or falsify your hypothesis. This often means: add a log statement, write a unit test, or add an assertion.

Step 6: Falsify or confirm

If the evidence falsifies your hypothesis: form a new hypothesis. If it confirms: find the root cause (not just the symptom).

Step 7: Fix and verify

Fix the root cause, not the symptom. Verify the fix: the minimal reproduction must no longer reproduce. The full test suite must pass.

Step 8: Write a regression test

Write a test that would have caught this bug. Add it to the test suite.

Anti-Rationalizations

"I'll try changing this and see if it works" This is not debugging. Form a hypothesis first.

"The bug is intermittent — I can't reproduce it" Intermittent bugs have causes. Add logging and wait for the next occurrence. Or: analyze the conditions under which it occurred and stress test those conditions.

Verification Requirements

  • [ ] Issue reproducible before fix attempted
  • [ ] Root cause identified (not just symptom addressed)
  • [ ] Fix verified with minimal reproduction
  • [ ] Regression test added
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