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muyen

systematic-debugging

by muyen

From Vibe Coding to Production in Days, Not Months - A production-ready full-stack template with AI-native development workflow

22🍴 5📅 Jan 20, 2026

SKILL.md


name: systematic-debugging description: Systematic debugging with 4-phase root cause analysis. Triggers when bugs are reported, errors encountered, or unexpected behavior observed.

Systematic Debugging Skill

Apply structured 4-phase debugging to find root causes, not just symptoms.

When to Activate

This skill should activate when:

  • User reports a bug or unexpected behavior
  • Error messages or stack traces appear
  • Tests are failing
  • User says "fix", "debug", "broken", "not working", "issue"
  • Behavior differs from expected

4-Phase Debugging Process

Phase 1: REPRODUCE

Before fixing anything:
1. Understand the expected behavior
2. Understand the actual behavior
3. Find reliable reproduction steps
4. Identify the exact error/symptom

Questions to answer:

  • What should happen?
  • What actually happens?
  • Can I reproduce it consistently?
  • What are the exact steps?

Phase 2: ISOLATE

Narrow down the problem:
1. Find the smallest reproduction case
2. Identify which component/layer fails
3. Check recent changes (git log, git diff)
4. Add logging/debugging to trace execution

Techniques:

  • Binary search through code changes
  • Add strategic logging
  • Comment out code sections
  • Test with minimal input

Phase 3: IDENTIFY ROOT CAUSE

Find the actual cause, not symptoms:
1. Follow the data flow
2. Check assumptions
3. Verify inputs/outputs at each step
4. Ask "why" 5 times

Common root causes:

SymptomLikely Root Cause
404 on APIRoute not registered
Type mismatchWrong type conversion
Null pointerUninitialized variable
Race conditionMissing synchronization
Auth failureToken/session expired

Phase 4: FIX AND VERIFY

Fix properly:
1. Write a test that reproduces the bug
2. Implement the fix
3. Verify the test passes
4. Check for similar issues elsewhere
5. Prevent regression

Debugging Commands

Backend (Go)

# Run with verbose logging
go run ./cmd/api/main.go

# Run specific test with verbose output
go test -v -run TestName ./...

# Add debug logging
zap.L().Debug("checkpoint", zap.Any("data", data))

iOS (Swift)

// Debug print (visible in Xcode console)
#if DEBUG
print("DEBUG: \(variable)")
#endif

Android (Kotlin)

// Debug logging
Log.d("TAG", "Debug: $variable")

Process

  1. Don't guess - Reproduce first
  2. Don't fix symptoms - Find root cause
  3. Verify assumptions - Check each step
  4. Test the fix - Write regression test
  5. Check for similar issues - Fix all instances

Output Format

## Bug Analysis

**Symptom**: [what user reported]
**Reproduction**: [steps to reproduce]

### Investigation
- [ ] Reproduced: [yes/no]
- [ ] Isolated to: [component/file]
- [ ] Root cause: [actual cause]

### Fix
- **File**: [file:line]
- **Change**: [what was changed]
- **Test**: [test that prevents regression]

### Verification
- [ ] Original issue fixed
- [ ] No new issues introduced
- [ ] Similar code checked

Score

Total Score

75/100

Based on repository quality metrics

SKILL.md

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0/15
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0/5
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+5
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