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karpathy-principles

Enforce coding principles to prevent over-engineering and insufficient testing.

Updated Apr 18, 2026
Search Tags:#code quality#error prevention#development practices#coding principles#technical workflow
One-click install
npx skills add https://github.com/xguilxr/claudio-enterprises --skill karpathy-principles-xguilxr
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: karpathy-principles
Source: https://github.com/xguilxr/claudio-enterprises/tree/main/plugins/claudio-agents-kit/skills/karpathy-principles
Command: npx skills add https://github.com/xguilxr/claudio-enterprises --skill karpathy-principles-xguilxr

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill helps avoid common pitfalls in coding by enforcing principles such as thinking before coding, simplicity, and goal-driven execution.

Core Features & Use Cases

  • Think Before Coding: Encourages clarification of assumptions and understanding of requirements before implementation.
  • Simplicity First: Promotes writing minimal code that solves the exact problem without unnecessary complexity.
  • Surgical Changes: Ensures changes are made only where necessary, without altering unrelated code.
  • Goal-Driven Execution: Requires verifying the success of a task based on predefined criteria.
  • Use Case: Ideal for all technical agents writing or modifying code, including backend, frontend, and data experts.

Quick Start

Before modifying code, review the Karpathy principles and apply them to your development process.

Frequently Asked Questions about karpathy-principles

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

FAQPage Schema
How do I prevent over-engineering when writing code?▼

To prevent over-engineering, apply coding principles that enforce simplicity first, ensuring you write minimal code that solves the exact problem without unnecessary complexity. This approach keeps development workflows straightforward and maintainable.

How do I verify assumptions before modifying code?▼

Verify assumptions by thinking before coding, which involves clarifying requirements and understanding the exact problem space before implementation. This practice prevents unverified assumptions from causing runtime errors.

What is the best way to make surgical changes to an existing codebase?▼

Making surgical changes requires altering code only where necessary without touching unrelated modules. This coding principle ensures modifications remain isolated, reducing the risk of introducing new errors into stable technical workflows.

Does this approach work for both frontend and backend development tasks?▼

Yes, this approach is suitable for all technical agents writing or modifying code, including backend, frontend, and data experts. The principles apply universally across different technical workflows to ensure error-free execution.

How do I ensure goal-driven execution in technical workflows?▼

Ensure goal-driven execution by verifying the success of a task based on predefined criteria after implementation. This coding principle requires validating that the code meets its objectives before considering the task complete.

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