Systematic Debugging
Overview
Random fixes waste time and create new bugs. Quick patches mask underlying issues.
Core principle: ALWAYS find root cause before attempting fixes. Symptom fixes are failure.
Violating the letter of this process is violating the spirit of debugging.
The Iron Law
NO FIXES WITHOUT ROOT CAUSE INVESTIGATION FIRST
If you haven't completed Phase 1, you cannot propose fixes.
When to Use
Use for ANY technical issue:
- Test failures
- Bugs in production
- Unexpected behavior
- Performance problems
- Build failures
- Integration issues
Use this ESPECIALLY when:
- Under time pressure (emergencies make guessing tempting)
- "Just one quick fix" seems obvious
- You've already tried multiple fixes
- Previous fix didn't work
- You don't fully understand the issue
Don't skip when:
- Issue seems simple (simple bugs have root causes too)
- You're in a hurry (rushing guarantees rework)
- Manager wants it fixed NOW (systematic is faster than thrashing)
The Four Phases
You MUST complete each phase before proceeding to the next.
Phase 1: Root Cause Investigation
BEFORE attempting ANY fix:
Read Error Messages Carefully
- Don't skip past errors or warnings
- They often contain the exact solution
- Read stack traces completely
- Note line numbers, file paths, error codes
Reproduce Consistently
- Can you trigger it reliably?
- What are the exact steps?
- Does it happen every time?
- If not reproducible → gather more data, don't guess
Check Recent Changes
- What changed that could cause this?
- Git diff, recent commits
- New dependencies, config changes
- Environmental differences
Gather Evidence in Multi-Component Systems
WHEN system has multiple components (CI → build → signing, API → service → database):
BEFORE proposing fixes, add diagnostic instrumentation:
For EACH component boundary:
- Log what data enters component
- Log what data exits component
- Verify environment/config propagation
- Check state at each layer
Run once to gather evidence showing WHERE it breaks
THEN analyze evidence to identify failing component
THEN investigate that specific component
Example (multi-layer system):
# Layer 1: Workflow
echo "=== Secrets available in workflow: ==="
echo "IDENTITY: ${IDENTITY:+SET}${IDENTITY:-UNSET}"
# Layer 2: Build script
echo "=== Env vars in build script: ==="
env | grep IDENTITY || echo "IDENTITY not in environment"
# Layer 3: Signing script
echo "=== Keychain state: ==="
security list-keychains
security find-identity -v
# Layer 4: Actual signing
codesign --sign "$IDENTITY" --verbose=4 "$APP"
This reveals: Which layer fails (secrets → workflow ✓, workflow → build ✗)
Trace Data Flow
WHEN error is deep in call stack:
REQUIRED SUB-SKILL: Use trace skill for backward tracing technique
Quick version:
- Where does bad value originate?
- What called this with bad value?
- Keep tracing up until you find the source
- Fix at source, not at symptom
Phase 2: Pattern Analysis
Find the pattern before fixing:
Find Working Examples
- Locate similar working code in same codebase
- What works that's similar to what's broken?
Compare Against References
- If implementing pattern, read reference implementation COMPLETELY
- Don't skim - read every line
- Understand the pattern fully before applying
Identify Differences
- What's different between working and broken?
- List every difference, however small
- Don't assume "that can't matter"
Understand Dependencies
- What other components does this need?
- What settings, config, environment?
- What assumptions does it make?
Phase 3: Hypothesis and Testing
Scientific method:
Form Single Hypothesis
- State clearly: "I think X is the root cause because Y"
- Write it down
- Be specific, not vague
Test Minimally
- Make the SMALLEST possible change to test hypothesis
- One variable at a time
- Don't fix multiple things at once
Verify Before Continuing
- Did it work? Yes → Phase 4
- Didn't work? Form NEW hypothesis
- DON'T add more fixes on top
When You Don't Know
- Say "I don't understand X"
- Don't pretend to know
- Ask for help
- Research more
Phase 4: Implementation
Fix the root cause, not the symptom:
Decide on Testing Strategy
Auto-decide based on complexity:
- Write test for: Complex algorithms, business logic, data transformations where bugs are likely
- Skip test for: UI components, React hooks, simple CRUD, straightforward mappings, anything you're 100% certain is correct
- Test type: Only deterministic unit tests - no integration tests, no complex mocking, no async complexity
If writing test:
- Simplest possible reproduction
- Automated test that fails before fix
- Verify logic, not implementation details
If skipping test:
- Verify fix with typecheck/lint
- Manual verification for UI changes
- Code review confidence that fix is correct
Implement Single Fix
- Address the root cause identified
- ONE change at a time
- No "while I'm here" improvements
- No bundled refactoring
Verify Fix
If test was written:
- Test passes now?
- No other tests broken?
If no test:
- Typecheck passes?
- Lint clean?
- Manual verification confirms fix?
Always check:
- Issue actually resolved?
- No regressions in related functionality?
If Fix Doesn't Work
- STOP
- Count: How many fixes have you tried?
- If < 3: Return to Phase 1, re-analyze with new information
- If ≥ 3: STOP and question the architecture (step 5 below)
- DON'T attempt Fix #4 without architectural discussion
If 3+ Fixes Failed: Question Architecture
Pattern indicating architectural problem:
- Each fix reveals new shared state/coupling/problem in different place
- Fixes require "massive refactoring" to implement
- Each fix creates new symptoms elsewhere
STOP and question fundamentals:
- Is this pattern fundamentally sound?
- Are we "sticking with it through sheer inertia"?
- Should we refactor architecture vs. continue fixing symptoms?
Discuss with your human partner before attempting more fixes
This is NOT a failed hypothesis - this is a wrong architecture.
Red Flags - STOP and Follow Process
If you catch yourself thinking:
- "Quick fix for now, investigate later"
- "Just try changing X and see if it works"
- "Add multiple changes, run tests"
- "It's probably X, let me fix that"
- "I don't fully understand but this might work"
- "Pattern says X but I'll adapt it differently"
- "Here are the main problems: [lists fixes without investigation]"
- Proposing solutions before tracing data flow
- "One more fix attempt" (when already tried 2+)
- Each fix reveals new problem in different place
- Writing tests for UI components when you're certain the fix is correct
ALL of these mean: STOP. Return to Phase 1.
If 3+ fixes failed: Question the architecture (see Phase 4.5)
your human partner's Signals You're Doing It Wrong
Watch for these redirections:
- "Is that not happening?" - You assumed without verifying
- "Will it show us...?" - You should have added evidence gathering
- "Stop guessing" - You're proposing fixes without understanding
- "Ultrathink this" - Question fundamentals, not just symptoms
- "We're stuck?" (frustrated) - Your approach isn't working
When you see these: STOP. Return to Phase 1.
Common Rationalizations
| Excuse |
Reality |
| "Issue is simple, don't need process" |
Simple issues have root causes too. Process is fast for simple bugs. |
| "Emergency, no time for process" |
Systematic debugging is FASTER than guess-and-check thrashing. |
| "Just try this first, then investigate" |
First fix sets the pattern. Do it right from the start. |
| "Multiple fixes at once saves time" |
Can't isolate what worked. Causes new bugs. |
| "Reference too long, I'll adapt the pattern" |
Partial understanding guarantees bugs. Read it completely. |
| "I see the problem, let me fix it" |
Seeing symptoms ≠ understanding root cause. |
| "One more fix attempt" (after 2+ failures) |
3+ failures = architectural problem. Question pattern, don't fix again. |
| "UI fix doesn't need tests" |
Correct! UI components verified via typecheck/manual testing, not unit tests. |
Quick Reference
| Phase |
Key Activities |
Success Criteria |
| 1. Root Cause |
Read errors, reproduce, check changes, gather evidence |
Understand WHAT and WHY |
| 2. Pattern |
Find working examples, compare |
Identify differences |
| 3. Hypothesis |
Form theory, test minimally |
Confirmed or new hypothesis |
| 4. Implementation |
Create test, fix, verify |
Bug resolved, tests pass |
When Process Reveals "No Root Cause"
If systematic investigation reveals issue is truly environmental, timing-dependent, or external:
- You've completed the process
- Document what you investigated
- Implement appropriate handling (retry, timeout, error message)
- Add monitoring/logging for future investigation
But: 95% of "no root cause" cases are incomplete investigation.
Integration with Other Skills
This skill requires using:
- trace - REQUIRED when error is deep in call stack (see Phase 1, Step 5)
Testing skills (when needed):
- tdd (if available) - Use when fixing complex business logic that needs test coverage
- Skip for UI components, simple CRUD, or anything verifiable via typecheck/manual testing
Real-World Impact
From debugging sessions:
- Systematic approach: 15-30 minutes to fix
- Random fixes approach: 2-3 hours of thrashing
- First-time fix rate: 95% vs 40%
- New bugs introduced: Near zero vs common
1---2name: debug3description: Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes - four-phase framework (root cause investigation, pattern analysis, hypothesis testing, implementation) that ensures understanding before attempting solutions4---5
6# Systematic Debugging
7
8## Overview
9
10Random fixes waste time and create new bugs. Quick patches mask underlying issues.
11
12**Core principle:** ALWAYS find root cause before attempting fixes. Symptom fixes are failure.
13
14**Violating the letter of this process is violating the spirit of debugging.**
15
16## The Iron Law
17
18```
19NO FIXES WITHOUT ROOT CAUSE INVESTIGATION FIRST
20```
21
22If you haven't completed Phase 1, you cannot propose fixes.
23
24## When to Use
25
26Use for ANY technical issue:
27
28- Test failures
29- Bugs in production
30- Unexpected behavior
31- Performance problems
32- Build failures
33- Integration issues
34
35**Use this ESPECIALLY when:**
36
37- Under time pressure (emergencies make guessing tempting)
38- "Just one quick fix" seems obvious
39- You've already tried multiple fixes
40- Previous fix didn't work
41- You don't fully understand the issue
42
43**Don't skip when:**
44
45- Issue seems simple (simple bugs have root causes too)
46- You're in a hurry (rushing guarantees rework)
47- Manager wants it fixed NOW (systematic is faster than thrashing)
48
49## The Four Phases
50
51You MUST complete each phase before proceeding to the next.
52
53### Phase 1: Root Cause Investigation
54
55**BEFORE attempting ANY fix:**
56
571. **Read Error Messages Carefully**
58
59 - Don't skip past errors or warnings
60 - They often contain the exact solution
61 - Read stack traces completely
62 - Note line numbers, file paths, error codes
63
642. **Reproduce Consistently**
65
66 - Can you trigger it reliably?
67 - What are the exact steps?
68 - Does it happen every time?
69 - If not reproducible → gather more data, don't guess
70
713. **Check Recent Changes**
72
73 - What changed that could cause this?
74 - Git diff, recent commits
75 - New dependencies, config changes
76 - Environmental differences
77
784. **Gather Evidence in Multi-Component Systems**
79
80 **WHEN system has multiple components (CI → build → signing, API → service → database):**
81
82 **BEFORE proposing fixes, add diagnostic instrumentation:**
83
84 ```
85 For EACH component boundary:
86 - Log what data enters component
87 - Log what data exits component
88 - Verify environment/config propagation
89 - Check state at each layer
90
91 Run once to gather evidence showing WHERE it breaks
92 THEN analyze evidence to identify failing component
93 THEN investigate that specific component
94 ```
95
96 **Example (multi-layer system):**
97
98 ```bash
99 # Layer 1: Workflow
100 echo "=== Secrets available in workflow: ==="
101 echo "IDENTITY: ${IDENTITY:+SET}${IDENTITY:-UNSET}"
102
103 # Layer 2: Build script
104 echo "=== Env vars in build script: ==="
105 env | grep IDENTITY || echo "IDENTITY not in environment"
106
107 # Layer 3: Signing script
108 echo "=== Keychain state: ==="
109 security list-keychains
110 security find-identity -v
111
112 # Layer 4: Actual signing
113 codesign --sign "$IDENTITY" --verbose=4 "$APP"
114 ```
115
116 **This reveals:** Which layer fails (secrets → workflow ✓, workflow → build ✗)
117
1185. **Trace Data Flow**
119
120 **WHEN error is deep in call stack:**
121
122 **REQUIRED SUB-SKILL:** Use trace skill for backward tracing technique
123
124 **Quick version:**
125
126 - Where does bad value originate?
127 - What called this with bad value?
128 - Keep tracing up until you find the source
129 - Fix at source, not at symptom
130
131### Phase 2: Pattern Analysis
132
133**Find the pattern before fixing:**
134
1351. **Find Working Examples**
136
137 - Locate similar working code in same codebase
138 - What works that's similar to what's broken?
139
1402. **Compare Against References**
141
142 - If implementing pattern, read reference implementation COMPLETELY
143 - Don't skim - read every line
144 - Understand the pattern fully before applying
145
1463. **Identify Differences**
147
148 - What's different between working and broken?
149 - List every difference, however small
150 - Don't assume "that can't matter"
151
1524. **Understand Dependencies**
153 - What other components does this need?
154 - What settings, config, environment?
155 - What assumptions does it make?
156
157### Phase 3: Hypothesis and Testing
158
159**Scientific method:**
160
1611. **Form Single Hypothesis**
162
163 - State clearly: "I think X is the root cause because Y"
164 - Write it down
165 - Be specific, not vague
166
1672. **Test Minimally**
168
169 - Make the SMALLEST possible change to test hypothesis
170 - One variable at a time
171 - Don't fix multiple things at once
172
1733. **Verify Before Continuing**
174
175 - Did it work? Yes → Phase 4
176 - Didn't work? Form NEW hypothesis
177 - DON'T add more fixes on top
178
1794. **When You Don't Know**
180 - Say "I don't understand X"
181 - Don't pretend to know
182 - Ask for help
183 - Research more
184
185### Phase 4: Implementation
186
187**Fix the root cause, not the symptom:**
188
1891. **Decide on Testing Strategy**
190
191 **Auto-decide based on complexity:**
192
193 - **Write test for**: Complex algorithms, business logic, data transformations where bugs are likely
194 - **Skip test for**: UI components, React hooks, simple CRUD, straightforward mappings, anything you're 100% certain is correct
195 - **Test type**: Only deterministic unit tests - no integration tests, no complex mocking, no async complexity
196
197 **If writing test:**
198
199 - Simplest possible reproduction
200 - Automated test that fails before fix
201 - Verify logic, not implementation details
202
203 **If skipping test:**
204
205 - Verify fix with typecheck/lint
206 - Manual verification for UI changes
207 - Code review confidence that fix is correct
208
2092. **Implement Single Fix**
210
211 - Address the root cause identified
212 - ONE change at a time
213 - No "while I'm here" improvements
214 - No bundled refactoring
215
2163. **Verify Fix**
217
218 **If test was written:**
219
220 - Test passes now?
221 - No other tests broken?
222
223 **If no test:**
224
225 - Typecheck passes?
226 - Lint clean?
227 - Manual verification confirms fix?
228
229 **Always check:**
230
231 - Issue actually resolved?
232 - No regressions in related functionality?
233
2344. **If Fix Doesn't Work**
235
236 - STOP
237 - Count: How many fixes have you tried?
238 - If < 3: Return to Phase 1, re-analyze with new information
239 - **If ≥ 3: STOP and question the architecture (step 5 below)**
240 - DON'T attempt Fix #4 without architectural discussion
241
2425. **If 3+ Fixes Failed: Question Architecture**
243
244 **Pattern indicating architectural problem:**
245
246 - Each fix reveals new shared state/coupling/problem in different place
247 - Fixes require "massive refactoring" to implement
248 - Each fix creates new symptoms elsewhere
249
250 **STOP and question fundamentals:**
251
252 - Is this pattern fundamentally sound?
253 - Are we "sticking with it through sheer inertia"?
254 - Should we refactor architecture vs. continue fixing symptoms?
255
256 **Discuss with your human partner before attempting more fixes**
257
258 This is NOT a failed hypothesis - this is a wrong architecture.
259
260## Red Flags - STOP and Follow Process
261
262If you catch yourself thinking:
263
264- "Quick fix for now, investigate later"
265- "Just try changing X and see if it works"
266- "Add multiple changes, run tests"
267- "It's probably X, let me fix that"
268- "I don't fully understand but this might work"
269- "Pattern says X but I'll adapt it differently"
270- "Here are the main problems: [lists fixes without investigation]"
271- Proposing solutions before tracing data flow
272- **"One more fix attempt" (when already tried 2+)**
273- **Each fix reveals new problem in different place**
274- **Writing tests for UI components when you're certain the fix is correct**
275
276**ALL of these mean: STOP. Return to Phase 1.**
277
278**If 3+ fixes failed:** Question the architecture (see Phase 4.5)
279
280## your human partner's Signals You're Doing It Wrong
281
282**Watch for these redirections:**
283
284- "Is that not happening?" - You assumed without verifying
285- "Will it show us...?" - You should have added evidence gathering
286- "Stop guessing" - You're proposing fixes without understanding
287- "Ultrathink this" - Question fundamentals, not just symptoms
288- "We're stuck?" (frustrated) - Your approach isn't working
289
290**When you see these:** STOP. Return to Phase 1.
291
292## Common Rationalizations
293
294| Excuse | Reality |
295| -------------------------------------------- | ----------------------------------------------------------------------------- |
296| "Issue is simple, don't need process" | Simple issues have root causes too. Process is fast for simple bugs. |
297| "Emergency, no time for process" | Systematic debugging is FASTER than guess-and-check thrashing. |
298| "Just try this first, then investigate" | First fix sets the pattern. Do it right from the start. |
299| "Multiple fixes at once saves time" | Can't isolate what worked. Causes new bugs. |
300| "Reference too long, I'll adapt the pattern" | Partial understanding guarantees bugs. Read it completely. |
301| "I see the problem, let me fix it" | Seeing symptoms ≠ understanding root cause. |
302| "One more fix attempt" (after 2+ failures) | 3+ failures = architectural problem. Question pattern, don't fix again. |
303| "UI fix doesn't need tests" | Correct! UI components verified via typecheck/manual testing, not unit tests. |
304
305## Quick Reference
306
307| Phase | Key Activities | Success Criteria |
308| --------------------- | ------------------------------------------------------ | --------------------------- |
309| **1. Root Cause** | Read errors, reproduce, check changes, gather evidence | Understand WHAT and WHY |
310| **2. Pattern** | Find working examples, compare | Identify differences |
311| **3. Hypothesis** | Form theory, test minimally | Confirmed or new hypothesis |
312| **4. Implementation** | Create test, fix, verify | Bug resolved, tests pass |
313
314## When Process Reveals "No Root Cause"
315
316If systematic investigation reveals issue is truly environmental, timing-dependent, or external:
317
3181. You've completed the process
3192. Document what you investigated
3203. Implement appropriate handling (retry, timeout, error message)
3214. Add monitoring/logging for future investigation
322
323**But:** 95% of "no root cause" cases are incomplete investigation.
324
325## Integration with Other Skills
326
327**This skill requires using:**
328
329- **trace** - REQUIRED when error is deep in call stack (see Phase 1, Step 5)
330
331**Testing skills (when needed):**
332
333- **tdd** (if available) - Use when fixing complex business logic that needs test coverage
334- Skip for UI components, simple CRUD, or anything verifiable via typecheck/manual testing
335
336## Real-World Impact
337
338From debugging sessions:
339
340- Systematic approach: 15-30 minutes to fix
341- Random fixes approach: 2-3 hours of thrashing
342- First-time fix rate: 95% vs 40%
343- New bugs introduced: Near zero vs common