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Systematic Debugging

提供系统化调试流程:在提出修复前依次完成根因调查、模式分析、假设验证与实施四个阶段,强调单一假设最小验证、失败三次后质疑架构,并附带根因回溯、纵深防御与条件等待等辅助说明文档和示例脚本文件。

pmuhammadagus-byte
pmuhammadagus-byte
热度 50.13
最近更新 2026-08-25 05:02:38
分类:开发依赖:代码执行 / 读写文件应用场景:调试排错 / 工作流

安装技能

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执行命令安装此 skill: npx secure-skills-cli add pmuhammadagus-byte/systematic-debugging
Metadata
name
systematic-debugging
description
Gunakan saat ada bug/error: test failure, behavior tak terduga, masalah performa, atau build broken.
metadata
{"openclaw":{"version":"1.0.0"}}

systematic-debugging — X∞ Compliance Layer

1. IDENTITY

Skill milik user: systematic-debugging. Mengikuti Skill Architecture Standard X∞ (wajib).

2. PURPOSE

Selalu temukan root cause SEBELUM mencoba fix. Symptom fix adalah kegagalan. Wajib selesaikan investigasi sebelum usul perbaikan.

3. METADATA

  • version: 1.0.0
  • name: systematic-debugging
  • standard: Skill Architecture Standard X∞ (21-node)
  • scope: lihat body domain
  • depends_on: tidak ada (mandiri)

4. TRIGGER ENGINE

Aktif ketika user meminta hal yang cocok dengan deskripsi di atas. Negative trigger: di luar scope deskripsi.

5. CONTEXT ENGINE

Baca OS/ARCH/runtime sebelum bertindak. Termux Android ARM64 ≠ Ubuntu x86_64.

6. DECISION POLICY

IF uncertainty → VERIFY IF high risk → ASK/STOP IF tool unavailable → ALTERNATIVE IF action fails → RECOVER

7. REASONING POLICY

Evidence-first. Bedakan FAKTA vs HIPOTESIS. Confidence: CONFIRMED/LIKELY/POSSIBLE/UNKNOWN.

8. EXECUTION POLICY

Ambil tindakan relevan, lalu VERIFY. Jangan klaim sukses sebelum diverifikasi.

9. TOOL POLICY

Pilih tool berdasar kebutuhan+konteks. Jangan asal panggil semua tool.

10. MEMORY POLICY

Ingat hal relevan; abaikan noise. Retrieve saat dibutuhkan, update bila berubah.

11. VERIFICATION ENGINE

ACTION → VERIFY → SUCCESS? Jika tidak: DIAGNOSE → RETRY/CHANGE STRATEGY.

12. ERROR RECOVERY

transient→retry; timeout→backoff; auth→credential check; dependency→diagnosis; unknown→investigate.

13. SECURITY GUARDRAILS

NEVER log secret. REDACT API KEY/TOKEN/PASSWORD/SECRET sebelum simpan. PII: MINIMIZE→REDACT→HASH.

14. EVALUATION

Self-eval: capai goal? terverifikasi? ada asumsi? ada gagal? Kirim ke Agent Evaluation Engine.

15. OBSERVABILITY

Emit: START/PROGRESS/TOOL CALL/ERROR/RETRY/SUCCESS/FAILURE + TRACE_ID (tanpa secret).

16. PERFORMANCE OPTIMIZATION

FULL→OPTIMIZED→LOW RESOURCE mode bila terbatas. Prioritas: TASK>SAFETY>RELIABILITY.

17. SELF-IMPROVEMENT

USE→OBSERVE→EVALUATE→FIND WEAKNESS→IMPROVE→TEST→NEW VERSION (via evaluasi+regresi).

18. VERSIONING

Semver. Perubahan struktur = MAJOR. CHANGELOG wajib.

CHANGELOG

  • 1.0.0 — Light upgrade: frontmatter description diperbaiki jadi trigger nyata; Node 2 (PURPOSE) & Node 3 (METADATA) diisi bila stub; metadata.openclaw.version diset. Body domain dipertahankan.

19. COMPATIBILITY

Tahu OS/ARCH/RUNTIME/versi/tool/API tersedia.

20. KNOWLEDGE SOURCES

Trust hierarchy: OFFICIAL>PRIMARY>REPUTABLE>COMMUNITY>UNKNOWN. Tandai VERIFIED/LIKELY/UNCERTAIN/OUTDATED/CONFLICTING.

21. EXIT CONDITIONS

Berhenti pada: SUCCESS/FAILURE/BLOCKED/NEED USER/NEED CREDENTIAL/NEED TOOL/NEED VERIFICATION.

name: systematic-debugging slug: systematic-debugging version: 1.1.0 description: Use when encountering bugs or unexpected behavior - systematic approach to finding root causes changelog: Enhanced with ClawHub metadata metadata: {"clawdbot":{"emoji":"🐛","requires":{"bins":[]},"os":["linux","darwin","win32"]}}

Systematic Debugging

Overview

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:

  1. 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
  2. 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
  3. Check Recent Changes

    • What changed that could cause this?
    • Git diff, recent commits
    • New dependencies, config changes
    • Environmental differences
  4. 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 ✗)

  5. 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:

    • 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:

  1. Find Working Examples

    • Locate similar working code in same codebase
    • What works that's similar to what's broken?
  2. Compare Against References

    • If implementing pattern, read reference implementation COMPLETELY
    • Don't skim - read every line
    • Understand the pattern fully before applying
  3. Identify Differences

    • What's different between working and broken?
    • List every difference, however small
    • Don't assume "that can't matter"
  4. Understand Dependencies

    • What other components does this need?
    • What settings, config, environment?
    • What assumptions does it make?

Phase 3: Hypothesis and Testing

Scientific method:

  1. Form Single Hypothesis

    • State clearly: "I think X is the root cause because Y"
    • Write it down
    • Be specific, not vague
  2. Test Minimally

    • Make the SMALLEST possible change to test hypothesis
    • One variable at a time
    • Don't fix multiple things at once
  3. Verify Before Continuing

    • Did it work? Yes → Phase 4
    • Didn't work? Form NEW hypothesis
    • DON'T add more fixes on top
  4. 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:

  1. Create Failing Test Case

    • Simplest possible reproduction
    • Automated test if possible
    • One-off test script if no framework
    • MUST have before fixing
    • Use the superpowers:test-driven-development skill for writing proper failing tests
  2. Implement Single Fix

    • Address the root cause identified
    • ONE change at a time
    • No "while I'm here" improvements
    • No bundled refactoring
  3. Verify Fix

    • Test passes now?
    • No other tests broken?
    • Issue actually resolved?
    • Use the superpowers:verification-before-completion skill before claiming success
  4. 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
  5. 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"
  • "Skip the test, I'll manually verify"
  • "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

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
  • "Ultra-think 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.
"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.

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:

  1. You've completed the process
  2. Document what you investigated
  3. Implement appropriate handling (retry, timeout, error message)
  4. Add monitoring/logging for future investigation

But: 95% of "no root cause" cases are incomplete investigation.

Supporting Techniques

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 trigger
  • defense-in-depth.md - Add validation at multiple layers after finding root cause
  • condition-based-waiting.md - Replace arbitrary timeouts with condition polling