بنقرة واحدة
systematic-debugging
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
القائمة
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
SQLite migration rules for the Ghost codebase. MUST READ before writing or modifying any file in migrations/. Covers: table recreation patterns, column ordering, CHECK constraint changes, NOT NULL safety, and the validation checklist. A faulty migration that ships breaks the production daemon on startup with no recovery path short of manual DB surgery — these rules are non-negotiable.
Read when you need to browse, traverse, or query the knowledge system beyond basic knowledge_search — graph traversal, tag exploration, orphan detection, reference browsing, topic listing, or direct SQL access.
Import and update external content in the knowledge base — git repos, web crawls, documents (PDF, DOCX), and books (EPUB). Use when the OPERATOR wants persistent, searchable reference material from a git repository, website, document, or book, or when existing references may be stale and need refreshing.
Ghost's Lua scripting layer internals. MUST READ before modifying anything in src/scripting/, prompts/stdlib/, prompts/agents/*/agent.lua, or agent hook logic. Covers: ScriptHost VM lifecycle, sandbox, host globals, ctx bindings, nudge library, template module, custom tools, type stubs, and the PreTurnState contract.
Use when reading or changing GHOST configuration (providers, models, timing, compaction, services, any config.toml key), adding or switching LLM providers, answering questions about GHOST's own features or capabilities, a CLI tool is missing or "not found", services need starting/stopping/debugging, updating GHOST to a newer version, managing the Nix shell environment, or troubleshooting GHOST setup.
Triage and fix issues reported via Ghost's /feedback command. MUST READ when the user points you to a feedback folder, mentions a feedback report, or asks you to investigate a bug that happened during a GHOST session. Covers: retrieving feedback from remote servers, reading transcripts and debug request dumps, root-cause categorization, and the fix workflow.
| name | systematic-debugging |
| description | Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes |
| available | coding |
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:
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
tdd 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 the OPERATOR 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.
For deeper techniques referenced throughout this skill:
root-cause-tracing.md extra — Trace backward
through the call chain to find the original triggercondition-based-waiting.md extra — Replace
arbitrary delays with condition polling to fix flaky testsdefense-in-depth.md extra — Validate at every layer
to make bugs structurally impossibleFrom debugging sessions: