You gave Rork a simple instruction: "fix the button color on the home screen." When it came back, half your app had been rewritten.
Sound familiar? This isn't a random glitch — it's a predictable failure pattern. After working with Rork across multiple app projects, I've identified five recurring ways the AI generation goes wrong, and more importantly, what you can do to redirect it before things spiral.
Pattern 1: Scope Overflow — The Whole App Gets Rewritten
Symptom: You ask for one small change. Rork interprets it as a signal to "improve" the entire codebase, touching files you never mentioned.
Why it happens: Rork's AI reads your instruction in context — and sometimes the surrounding context suggests that a broader refactor is needed. A vague request like "make the UI cleaner" gives it permission to act widely.
The fix: Be surgically specific about which file and which component you're targeting.
Instead of:
Make the UI cleaner
Try:
In src/screens/HomeScreen.tsx, update only the button style in the <HeroSection> component. Do not modify any other files or components.
The phrase "Do not modify any other files" is load-bearing. Without it, scope overflow is almost inevitable on larger projects.
Pattern 2: The Same Bug Keeps Coming Back
Symptom: You fix a bug, Rork generates new code, and the same problem reappears — sometimes in a slightly different form.
Why it happens: If you just describe what's broken ("the login button doesn't work"), Rork fixes the symptom without understanding the root cause. When it regenerates related code later, it reproduces the same underlying mistake.
The fix: Include your hypothesis about why the bug exists, not just what it's doing.
Instead of:
The login button doesn't respond
Try:
The login button isn't responding. I think the issue is that the onPress handler is being called before authentication state is initialized. Please check the timing of the auth check in src/hooks/useAuth.ts before touching the button component.
When you give Rork a root cause to work from, it generates code that actually addresses it — rather than papering over it.
Pattern 3: Context Misunderstanding — AI Builds Something Different
Symptom: Rork generates something that technically works, but it's clearly not what you envisioned. The layout is off, the flow is wrong, the feature does something adjacent to what you asked for.
Why it happens: In long sessions, the AI's working memory accumulates context from earlier in the conversation. Old instructions can color how it interprets new ones. The AI thinks it knows what you want — but it's operating on a stale mental model.
The fix: When you notice drift, don't keep building on it. Reset.
Start a new session and open with a context summary:
Starting fresh. Here's the current state of the app: [brief description].
The feature I want to build next is: [specific feature].
The relevant files are: src/screens/ProfileScreen.tsx and src/components/Avatar.tsx.
Please focus only on these two files.
Context resets feel like a step backward, but they save far more time than trying to correct a misaligned generation session.
Pattern 4: Style Drift — The UI Keeps Changing
Symptom: Every time Rork generates new components, they look slightly different from the rest of the app. Colors shift, font sizes vary, spacing is inconsistent. The app starts to feel like it was designed by multiple people.
Why it happens: Rork generates each component somewhat independently. Without a shared style reference, it makes local decisions that drift from the rest of the app.
The fix: Centralize your design tokens in a single theme file, then reference it in every prompt.
First, create or maintain src/theme.ts:
export const theme = {
colors: {
primary: '#3B82F6',
background: '#F9FAFB',
text: '#111827',
},
spacing: {
sm: 8,
md: 16,
lg: 24,
},
fontSize: {
body: 16,
heading: 24,
},
};Then in every prompt that involves UI:
When generating this component, import and use only the values defined in src/theme.ts.
Do not hardcode any color, font size, or spacing values.
Style drift doesn't vanish overnight, but this pattern makes it manageable. Once I started doing this consistently, component-to-component inconsistency dropped dramatically.
Pattern 5: Generation Loops — Progress Just Stops
Symptom: Rork seems to be working, but it keeps regenerating the same sections, going back and forth without finishing. Or it produces code that references components that don't exist yet, creating a chain of missing dependencies it can't resolve.
Why it happens: Complex features require Rork to hold too many things in mind simultaneously — and it loses the thread. It gets stuck in a dependency loop or starts trying to implement too many things at once.
The fix: Break the request into the smallest possible units and implement them in order.
Instead of:
Build a full user profile screen with editing, avatar upload, and settings
Try a sequential approach:
Step 1: Create a static ProfileScreen component in src/screens/ProfileScreen.tsx with placeholder text for name and email. No functionality yet.
Then when that's done:
Step 2: Add an edit mode toggle to ProfileScreen. When edit mode is active, show text inputs for name and email fields.
Then:
Step 3: Add the save function. On save, call the updateUser() function from src/api/users.ts.
Each step is small enough that Rork can execute it cleanly. The total implementation time is usually no longer — and the result is far more reliable.
Working With the Grain of AI Generation
The common thread across all five patterns: Rork's AI works best when you reduce ambiguity and narrow scope. The more latitude you give it, the more it interpolates from context — and that interpolation is where failures happen.
None of these fixes require deep technical knowledge. They're prompt habits. And once you internalize them, your sessions with Rork become substantially more predictable — less time debugging, more time actually building.
Start with Pattern 1. Scope control alone eliminates a large portion of frustrating regeneration cycles.