How to Use This Guide with AI Coding Assistants

[Paste the entire guide here]

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I'm building a [describe your app]. Help me implement [specific feature] following the patterns in this guide.

[Paste Part 1: Tech Stack + Appendix C: Essential Features]

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Help me set up dark mode with the theme system described above.

You are a React Native expert helping me build an app using:
- Expo SDK 55 with Expo Router
- Convex for backend and auth
- RevenueCat for payments
- Zustand for state management
- TanStack Query for server state
- TypeScript in strict mode

Follow these patterns:
- Use functional components with hooks
- Prefer Zustand stores over Context
- Always use document-level access control in Convex
- Never expose API keys in client code
- Use Edge Functions for sensitive operations

When generating code, match the style and patterns from this guide.

Using the Expo + Convex setup from this guide, create:
1. The complete app/_layout.tsx with proper providers
2. A Convex client with AsyncStorage persistence
3. The folder structure for a [type] app

Follow the patterns exactly as shown in the guide.

I'm building [describe feature]. Based on the guide's patterns:
1. Create the Convex table schema with access control rules
2. Create a Zustand store for the feature state
3. Create the main screen component
4. Create an Edge Function if API calls are needed

Use the exact patterns from Part 1 and Appendix A.

Following the RevenueCat setup in this guide:
1. Create the usePremium hook as shown
2. Create a paywall screen with package selection
3. Create a useCredits hook for a freemium model with [X] free daily uses

Match the code style exactly.

Based on Appendix C, implement these features for my app:
1. Dark mode with ThemeContext
2. Push notifications with the patterns shown
3. Onboarding flow (3 screens about [topics])
4. Form validation for [form type]

Use the exact component patterns from the guide.

Create a new screen for [purpose] following this guide's patterns:
- Use SafeAreaView and proper insets
- Use the theme colors from ThemeContext
- Add keyboard handling for any inputs
- Include loading and error states
- Match the Button and styling patterns shown

The screen should [describe functionality].

For a [feature] in my app, create:
1. SQL table schema with appropriate columns
2. access control rules (users can only access their own data)
3. TypeScript type matching the schema
4. CRUD functions using Convex client
5. TanStack Query hooks for the operations

Follow the database patterns from Appendix D.

Create a Convex Function that:
- [Describe what it does]
- Includes rate limiting (max X requests per minute)
- Validates the user is authenticated
- Handles errors gracefully
- Returns proper JSON responses

Follow the Edge Function patterns from Appendix A.

I'm getting this error in my React Native app:
[Paste error]

My setup follows this guide:
- Expo SDK 55
- Convex for backend
- [Other relevant details]

Here's my code:
[Paste relevant code]

What's wrong and how do I fix it following the patterns in this guide?

That doesn't match the patterns from this guide. Please regenerate using:
- Zustand (not Redux or Context)
- Convex (not Firebase)
- Expo Router (not React Navigation)
- The exact styling patterns shown (StyleSheet, theme colors)

Please update this code to:
1. Add access control rules as shown in the guide
2. Move API keys to Edge Functions
3. Add proper error handling
4. Validate user authentication

Please update to use:
- Expo SDK 55 patterns
- expo-router v4 syntax
- TanStack Query v5 syntax
- Current Convex JS v2 patterns