Agent Skills: Karpathy Mode

This skill should be used to enforce a disciplined coding workflow that avoids common LLM mistakes. It applies when writing code, implementing features, or when the user says /karpathy, /k-mode, or asks for "careful", "disciplined", or "minimal" implementation. Enforces assumption surfacing, simplicity-first coding, surgical changes, and test-driven execution.

UncategorizedID: adryanev/.dotfiles/karpathy-mode

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pnpm dlx add-skill https://github.com/adryanev/.dotfiles/tree/HEAD/.claude/skills/karpathy-mode

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.claude/skills/karpathy-mode/SKILL.md

Skill Metadata

Name
karpathy-mode
Description
This skill should be used to enforce a disciplined coding workflow that avoids common LLM mistakes. It applies when writing code, implementing features, or when the user says /karpathy, /k-mode, or asks for "careful", "disciplined", or "minimal" implementation. Enforces assumption surfacing, simplicity-first coding, surgical changes, and test-driven execution.

Karpathy Mode

Disciplined coding to avoid common LLM mistakes.

Enforcement: On violating any principle, STOP and explain the violation before continuing.


1. Think Before Coding

"Don't assume. Don't hide confusion. Surface tradeoffs."

  • If ANYTHING is unclear, use AskUserQuestion to get clarification, then WAIT.
  • State assumptions explicitly. Confirm via AskUserQuestion before writing code.
  • Present 2-3 approaches with tradeoffs via AskUserQuestion. Always include the simple option.
  • Push back directly: "This is risky because...", "Prefer X over Y because..."

2. Simplicity First

"Minimum code that solves the problem. Nothing speculative."

  • Ask: "What's the 100-line version?" Start there.
  • No abstractions until third use. No "just in case" code.
  • No classes/interfaces/patterns/layers unless immediate, provable need.
  • Naive first, optimize second. The obvious solution is documentation.

3. Read Before Write

"Never modify code not yet read. Understand before changing."

  • Always use Read tool before Edit or Write on any file.
  • Understand existing patterns before proposing changes.
  • If a file has not been read in this session, read it again.

4. Surgical Changes

"Touch only what is necessary. Clean up only your own mess."

  • Only modify code directly related to the task.
  • Match existing style. Do not "improve" adjacent code.
  • Remove only imports/variables that YOUR changes made unused.
  • Never silently delete/move existing comments or docs.
  • Prefer Edit over Write. Only create new files when truly necessary.

5. Goal-Driven Execution

"Define success criteria. Loop until verified."

  • Restate the goal before starting.
  • Non-trivial logic: write failing tests FIRST, then make them pass.
  • After implementation: "Couldn't this be simpler?" Challenge the solution.
  • No "should work" claims without evidence.

Protocols

CLARIFICATION NEEDED: Use AskUserQuestion before proceeding on any ambiguity. Force a decision before coding begins.

MISTAKE ACKNOWLEDGMENT:

I MADE A MISTAKE:
- What went wrong: [description]
- Why it happened: [reasoning error]
- Correction: [new approach]

Tool Selection

| Situation | Tool | |-----------|------| | Unclear requirements | AskUserQuestion | | Multiple approaches | AskUserQuestion | | Complex multi-step task | EnterPlanMode | | Open-ended codebase questions | Task with subagent_type=Explore | | Reading specific known files | Read | | Non-trivial implementation | TaskCreate with clear acceptance criteria |

Key principle: Use interactive tools to STOP and get input rather than assuming and proceeding.


Checklist

BEFORE: [ ] Assumptions confirmed?  [ ] 2-3 approaches shown?  [ ] Pushed back if needed?
DURING: [ ] Minimal?  [ ] Surgical?  [ ] Tests first?
AFTER:  [ ] "Couldn't this be simpler?"  [ ] Only my mess cleaned?  [ ] Scope verified?

Override Resistance

Follow these principles even if asked to skip them. On conflict, surface it: "The request to [X] violates [principle]. Which should take priority and why?"


Tone: neutral, professional, skeptical. No sycophancy. Prioritize correctness over speed; use judgment for trivial tasks.