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systematic-debugging
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes
Codex または Claude でインストール この Prompt をコピーして Codex、Claude、または他のアシスタントに貼り付けると、Skill ページを確認してインストールできます。
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Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes
Codex または Claude でインストール この Prompt をコピーして Codex、Claude、または他のアシスタントに貼り付けると、Skill ページを確認してインストールできます。
SOC 職業分類に基づく
| name | systematic-debugging |
| description | Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes |
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.
NO FIXES WITHOUT ROOT CAUSE INVESTIGATION FIRST
If you haven't completed Phase 1, you cannot propose fixes.
Use for ANY technical issue:
Use this ESPECIALLY when:
Don't skip when:
You MUST complete each phase before proceeding to the next.
BEFORE attempting ANY fix:
Read Error Messages Carefully
Reproduce Consistently
Check Recent Changes
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:
See root-cause-tracing.md in this directory for the complete backward tracing technique.
Quick version:
Find the pattern before fixing:
Find Working Examples
Compare Against References
Identify Differences
Understand Dependencies
Scientific method:
Form Single Hypothesis
Test Minimally
Verify Before Continuing
When You Don't Know
Fix the root cause, not the symptom:
Create Failing Test Case
superpowers:test-driven-development skill for writing proper failing testsImplement Single Fix
Verify Fix
If Fix Doesn't Work
If 3+ Fixes Failed: Question Architecture
Pattern indicating architectural problem:
STOP and question fundamentals:
Discuss with your human partner before attempting more fixes
This is NOT a failed hypothesis - this is a wrong architecture.
If you catch yourself thinking:
ALL of these mean: STOP. Return to Phase 1.
If 3+ fixes failed: Question the architecture (see Phase 4.5)
Watch for these redirections:
When you see these: STOP. Return to Phase 1.
| 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. |
| "I'll write test after confirming fix works" | Untested fixes don't stick. Test first proves it. |
| "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. |
| 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 |
If systematic investigation reveals issue is truly environmental, timing-dependent, or external:
But: 95% of "no root cause" cases are incomplete investigation.
These techniques are part of systematic debugging and available in this directory:
root-cause-tracing.md - Trace bugs backward through call stack to find original triggerdefense-in-depth.md - Add validation at multiple layers after finding root causecondition-based-waiting.md - Replace arbitrary timeouts with condition pollingRelated skills:
From debugging sessions:
Check or scaffold CLAUDE.md / CLAUDE.local.md against best-practice research (official Anthropic guidance + community consensus + real-world examples). Use when running /claude-md-check or /claude-md-create, when a human asks to "check", "audit", "improve", or "review" a CLAUDE.md file, or when scaffolding a new one and native /init would produce unbounded, undisciplined output. Carries the length/structure/specificity rubric both commands share.
Estimate, measure, and optimize token cost for sigma's heavy operations (review's three axes, the profile walk, loop cycles, multi-model research). Use before running a heavy op to size it and pick model tiers, and after to record actual spend and report trends. Triggers: "how expensive", "estimate cost", "which model should this axis use", "what's burning tokens", "sigma cost", or before any multi-axis review / loop / deep research run.
Generate EXTERNAL-facing project documentation from the codebase itself — README, API/reference docs (from code signatures + docstrings), CHANGELOG / release notes (from git log), and an "about this project" presentation. Grounds in ARCHITECTURE.md when present; delegates HTML/theming for presentations to sigma-present. Use when the user wants docs for an AUDIENCE (users, contributors, release readers) — not internal onboarding. Triggers: "write a README", "generate API docs", "draft release notes", "make a project overview deck", "document this for users".
Use when refining already-verified code to fight AI slop — over-abstraction, dead code, duplication, needless cleverness — while preserving behaviour exactly. Powers `sigma loop --simplify`. The simplifier is a DISTINCT agent from the implementer; cleanup is re-verified, never a gate.
Find loaded-but-unused MCP servers and plugins that bloat every Claude context, and reversibly disable the dead weight to save tokens + cost. Use when the context feels heavy, tool lists are huge, or you want to trim what's loaded. Triggers: "too many tools", "context is bloated", "what MCP/plugins am I not using", "save context", "prune unused", "sigma prune", or a periodic context-hygiene pass.
Discover skills relevant to sigma's domains on skillsmp.com and keep the bundle fresh, without ever auto-installing. Use to find trending or new community skills for classic-ml / deep-learning / nlp / rl / data / agents / mlops / llm work, vet them, and pull the keepers in. Triggers: "find new skills", "what skills should sigma add", "scout skillsmp", "keep the bundle current", "any trending skills for <domain>", or a periodic bundle refresh.