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Reduces common LLM coding mistakes by enforcing simplicity, surgical changes, and verifiable success criteria. Use when writing, reviewing, or refactoring code.
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/workflowx:guidelinesThe summary Claude sees in its skill listing — used to decide when to auto-load this skill
Behavioral guidelines to reduce common LLM coding mistakes, derived from [Andrej Karpathy's observations](https://x.com/karpathy/status/2015883857489522876) on LLM coding pitfalls.
Behavioral guidelines to reduce common LLM coding mistakes, derived from Andrej Karpathy's observations on LLM coding pitfalls.
Tradeoff: These guidelines bias toward caution over speed. For trivial tasks, use judgment.
Don't assume. Don't hide confusion. Surface tradeoffs.
Before implementing:
Minimum code that solves the problem. Nothing speculative.
Ask yourself: "Would a senior engineer say this is overcomplicated?" If yes, simplify.
Touch only what you must. Clean up only your own mess.
When editing existing code:
When your changes create orphans:
The test: Every changed line should trace directly to the user's request.
Define success criteria. Loop until verified.
Transform tasks into verifiable goals:
For multi-step tasks, state a brief plan:
1. [Step] → verify: [check]
2. [Step] → verify: [check]
3. [Step] → verify: [check]
Strong success criteria let you loop independently. Weak criteria ("make it work") require constant clarification.
npx claudepluginhub treex-x/workflowx --plugin workflowxProvides behavioral guidelines to reduce common LLM coding mistakes, focusing on simplicity, surgical changes, assumption surfacing, and verifiable success criteria.
Applies Karpathy guidelines to reduce LLM coding mistakes: think before coding, prioritize simplicity, make surgical changes, and define verifiable success criteria when writing, reviewing, or refactoring code.
Reduces common LLM coding mistakes: think before coding, favor simplicity, make surgical changes, define verifiable success criteria. Use when writing, reviewing, or refactoring code.