karpathy-guidelines

Fix common LLM coding mistakes by applying guidelines that enforce simplicity, clarity, and verifiable success criteria to your code generation and refactoring tasks.

Effective LLM code review guidelines emphasize surgical changes and goal-driven execution, encouraging minimal code modifications that directly address user requests with clear success criteria.

Ensure LLM refactoring makes surgical changes by enforcing goal-driven execution with clear success criteria, restricting modifications to only what directly addresses the specific request.

Yes, you need an environment capable of executing Python scripts to enforce these programming guidelines and verify that your LLM coding changes meet the required clarity and success criteria.

Use goal-driven execution for code quality and refactoring when you need to establish clear success criteria, ensuring that LLM-generated changes remain simple, reliable, and directly address the request.