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Skill · Debugging

Logic locate

Locate the root cause of a CONFIRMED failure via backward-then-forward semi-formal tracing.

Agentic Awesome SkillsLicense: MITAdded Sep 5, 2026
Use it in my AI

How to use it

  1. Start your plan and connect your AI once
  2. Add the skill to your AI, one time only: press Copy skill and paste it into your AI's instructions: a project in ChatGPT, Claude or Grok, a Gem in Gemini, an agent in Microsoft 365 Copilot, or a rule in Cursor. It stays there for every new chat. In Kimi, paste it at the start of a new chat.
  3. Ask for the task in your own words, or say it directly:
Use the Logic locate skill to help me with this.
SKILL.md2 files in this skill

Logic-Lens — Fault Locate

When to Use

Use this skill when you need locate the root cause of a CONFIRMED failure via backward-then-forward semi-formal tracing. Trigger when the user provides a stack trace, failing assertion, error message, or specific wrong-value observation — "find the bug", "this test is failing", "track down this crash", "why is...

Setup

Use lazy loading per ../_shared/common.md §13:

  1. Read ../_shared/common.md only for language, Iron Law, Fault Confidence, scope routing, Remedy discipline, config fields, and loading budget.
  2. Read only the relevant step in logic-locate-guide.md as you reach it.
  3. Load ../_shared/logic-risks.md, ../_shared/semiformal-guide.md, ../_shared/semiformal-checklist.md, and ../_shared/report-template.md on demand when the current step needs them.

Process

Step 0. Language + scope routing. Detect language per common.md §1. Confirm a concrete failure exists (stack trace, failing assertion, specific wrong value). If only a suspicion, switch to logic-review.

Step 1. Understand the failure (guide Step 1) — observed behavior, expected behavior, reproduction path.

Step 2. Identify the entry point (guide Step 2) — failing test, outermost application frame, or request handler — whichever is closest to the failure. Stay inside the failure cone first: stack frames, failing test fixture, directly called local functions, and config/env values read on that path. Do not scan unrelated modules unless the trace crosses into them.

Step 3. Trace backward from the failure point (guide Step 3) — walk each value and state back to its origin, building premises at every hop.

Step 4. Trace forward to confirm (guide Step 4) — from the suspected root, verify the trace reaches the observed symptom.

Step 5. Interprocedural tracing if a callee is implicated (guide Step 5) — trace into the callee; check return values under observed conditions, unhandled exceptions, shared-state mutation. Apply the depth limit and Call-Chain Context Label format defined in semiformal-guide.md §Call-Chain Context Labels; at the limit, state the remaining callee path as a premise assumption and downgrade to Medium confidence (per common.md §7).

Step 6. Identify the root divergence and classify (guide Step 6) — state the exact line/expression, the violated premise, the actual behavior, the propagation chain to the symptom; pick the L-code.

Step 7. Output the focused report (guide Step 7) — Fault Confidence (High/Medium/Low, per common.md §7); Primary Fault (single five-field finding); optionally Contributing Factors; a minimal Remedy per common.md §10. Format is mandatory even for simple one-function bugs: always emit the labeled Premises / Trace / Divergence / Trigger / Remedy fields and the Fault Confidence line. Never answer with a plain fix suggestion.

Mode line in report: Fault Locate (Chinese: 故障定位).

Output format: the Findings section has ONE Primary Fault, not a full Critical/Warning/Suggestion split. The Logic Score line is replaced by Fault Confidence: High / Medium / Low.

Limitations

  • Use this skill only when the task clearly matches its upstream source and local project context.
  • Verify commands, generated code, dependencies, credentials, and external service behavior before applying changes.
  • Do not treat examples as a substitute for environment-specific tests, security review, or user approval for destructive or costly actions.