Ship AI-generated UI without shipping AI-generated mistakes.

A hardening framework for turning AI-generated code into production-safe features. Specs, prompts, evals, and a repair workflow for Next.js + shadcn/ui + NestJS.

View on GitHub See the Repairs →

AI generates code fast.
The output isn’t production-safe.

Only 68.3% of AI-generated projects run out of the box.

Hidden dependency gaps and setup drift break real environments.

AI is better at generation than verification.

Models produce code faster than they can check it. Review burden shifts to you.

Consistency drifts across multi-file changes.

Naming, patterns, state handling, and accessibility degrade over multiple features.

Five pillars of AI code hardening

Scaffold

Generate feature structure with specs and state matrices

Spec

Define every state, validation rule, and acceptance criterion

Instruct

Give agents structured prompts with project context

Evaluate

Score output on accessibility, types, states, and consistency

Repair

Compare AI output against production, document every fix

See what AI gets wrong — and how to fix it

  // AI Generated (missing error reset)
- export function LoginForm() {
-   const dispatch = useAppDispatch();

  // Production (clears stale errors on mount)
+ export function LoginForm() {
+   const dispatch = useAppDispatch();
+   useEffect(() => { dispatch(clearError()); }, [dispatch]);