Tell AI your code style once. List the stack and the engine returns the naming rules and conventions it implies — plus your own house rules carried verbatim.
Overview
AI writes plausible code that quietly ignores your conventions — class components in a hooks codebase, hard-coded colors in a tokenized design system. This setup captures the conventions for Atlas UI, a shared React component library, where a breaking change ripples across every product team. You list the house rules (additive props, tokens not hard-coded values); the engine adds the React, TypeScript, and Vitest conventions and naming rules automatically. The AI stops guessing your style and starts following it.
Workflow
1
List the stack
React, TypeScript, Vitest — each maps to known naming and convention rules.
2
Add your house rules
Additive props, tokens over hard-coded values; these travel verbatim.
3
Hand the AI the conventions
It writes code that matches the codebase instead of generic defaults.
Why This Works
Stack detection means you list "TypeScript" and get "no any, strict mode on" for free
Your own conventions are carried word-for-word, never paraphrased
A design-system library is exactly where convention drift causes the most damage
Best for
Shared libraries and design systems
Teams with a documented style guide
Codebases AI keeps writing against the grain of
Not for
Reviewing a specific diff against the rules — use the Code Review Prompt Generator
Defining a reviewer persona — use the System Prompt Generator
Use cases
Shared libraries and design systems
Teams with a documented style guide
Codebases AI keeps writing against the grain of
Tip: Save time by exploring related resources and tools that integrate with this workflow.
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