karpathy-guidelines

Provides behavioral guidelines for LLMs to minimize coding errors through simplicity and surgical changes.

Updated Jan 26, 2026
One-click install
npx skills add https://github.com/vinayakg/claude-dotfiles --skill karpathy-guidelines-vinayakg
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: karpathy-guidelines
Source: https://github.com/vinayakg/claude-dotfiles/tree/main/skills/karpathy-guidelines
Command: npx skills add https://github.com/vinayakg/claude-dotfiles --skill karpathy-guidelines-vinayakg

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill provides a set of behavioral guidelines to help reduce common coding mistakes made by Large Language Models, promoting simpler, more surgical, and goal-driven code development.

Core Features & Use Cases

  • Reduces Overcomplication: Encourages writing the minimum code necessary for a task.
  • Promotes Clarity: Surfaces assumptions and tradeoffs, preventing hidden confusion.
  • Ensures Surgical Changes: Guides modifications to only the necessary parts of the codebase.
  • Goal-Oriented Development: Emphasizes defining verifiable success criteria for tasks.
  • Use Case: When asking an LLM to refactor a piece of code, use these guidelines to ensure it only makes the necessary changes and doesn't introduce speculative features or unnecessary complexity.

Quick Start

Apply the karpathy-guidelines skill to ensure code is simple and surgical.

Frequently Asked Questions about karpathy-guidelines

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I prevent LLMs from overcomplicating code during refactoring?

To prevent LLMs from overcomplicating code during refactoring, apply behavioral guidelines that enforce surgical changes and goal-driven execution. This ensures the model writes only the minimum code necessary without introducing speculative features.

What are the best practices for LLM coding guidelines in software development?

Best practices for LLM coding guidelines involve promoting simplicity, surfacing explicit assumptions, and defining verifiable success criteria. These principles mitigate common coding errors and prevent hidden confusion during code generation.

How do you ensure LLM-generated code makes surgical changes to an existing codebase?

You ensure LLM-generated code makes surgical changes by applying guardrails that guide modifications to only the necessary parts of the codebase. This prevents unnecessary complexity and maintains targeted, minimal modifications.

Why does an LLM introduce unnecessary complexity when writing code?

An LLM introduces unnecessary complexity when writing code because it lacks inherent constraints on scope. Applying specific guardrails enforces goal-oriented development and explicit assumption surfacing to prevent overcomplication.

Can I use these coding guidelines for both code writing and code review?

Yes, you can use these coding guidelines for both code writing and code review. They are applicable during both phases to prevent overcomplication, ensure verifiable success criteria, and promote clarity through explicit assumption surfacing.