Forem: Nika Pkhakadze

Building a Resilience Layer for Mobile AI: How I handle 429s, Provider Fragmentation, and Streaming in React Native

Nika Pkhakadze — Tue, 14 Apr 2026 17:32:47 +0000

Most React Native AI integrations I've seen share two failure modes:
they're locked to one provider, and they have no strategy for rate limits.

After rebuilding the same glue code across multiple projects, I packaged
it into react-native-ai-hooks v0.6.0.

The Core Problems

Provider Fragmentation
Anthropic, OpenAI, and Gemini all return structurally different responses.
Building UI on top of that means your components need to know which
provider they're talking to — which is the wrong abstraction layer.

providerFactory.ts normalizes all three into one AIResponse object.
Your hooks never see raw provider responses.

Rate Limit Handling
HTTP 429 on mobile is worse than on the web. Users have unstable
connections, background/foreground cycles, and no visibility into
retry behavior.

fetchWithRetry.ts implements exponential backoff with jitter:

const delay = Math.min(
  baseDelay * Math.pow(backoffMultiplier, attempt) * (1 + Math.random() * 0.3),
  maxDelay
);

The jitter matters. Without it, clients recovering from a rate limit
simultaneously create a second spike at the same interval.

Streaming
React Native's fetch implementation handles chunked transfer encoding
differently than browsers. useAIStream accounts for this specifically.

What's in the Library

8 hooks:

useAIChat — multi-turn conversations with provider switching
useAIStream — real-time token streaming
useAIForm — AI-powered form validation, returns structured JSON errors
useAICode, useAISummarize, useAITranslate, useAIVoice, useImageAnalysis

100% unit test coverage on core utilities. CI via GitHub Actions.
Full Expo example app with AsyncStorage-based API key management.

Stats

438 organic downloads in week 1 — no marketing, just npm search.

MIT licensed. Open for contributors.

GitHub: https://github.com/nikapkh/react-native-ai-hooks
NPM: https://www.npmjs.com/package/react-native-ai-hooks

If you've solved the streaming or provider normalization problem
differently, I'd like to hear the approach.

7 AI hooks for React Native -the complete guide

Nika Pkhakadze — Mon, 13 Apr 2026 13:01:46 +0000

7 AI hooks for React Native — the complete guide

Adding AI to React Native apps used to mean writing the same boilerplate every time. I built react-native-ai-hooks to fix that.

Install

npm install react-native-ai-hooks

1. useAIChat() — multi-turn chat

const { messages, sendMessage, isLoading } = useAIChat({
  apiKey: process.env.ANTHROPIC_API_KEY,
  provider: 'claude',
});

2. useAIStream() — real-time streaming

const { response, streamResponse, isLoading } = useAIStream({
  apiKey: process.env.ANTHROPIC_API_KEY,
});

3. useImageAnalysis() — camera → AI

const { analyzeImage, description, isLoading } = useImageAnalysis({
  apiKey: process.env.ANTHROPIC_API_KEY,
});

4. useAIForm() — AI form validation

const { validateField, autocompleteField } = useAIForm({
  apiKey: process.env.ANTHROPIC_API_KEY,
});

5. useAIVoice() — speech to text + AI

const { startRecording, stopRecording, transcription, response } = useAIVoice({
  apiKey: process.env.ANTHROPIC_API_KEY,
});

6. useAITranslate() — real-time translation

const { translate, translatedText, targetLanguage, setTargetLanguage } = useAITranslate({
  apiKey: process.env.ANTHROPIC_API_KEY,
});

7. useAISummarize() — text summarization

const { summarize, summary, isLoading } = useAISummarize({
  apiKey: process.env.ANTHROPIC_API_KEY,
  length: 'short',
});

Security

Never expose API keys client-side. Use a backend proxy or environment variables.

How to add AI to your React Native app in 5 minutes

Nika Pkhakadze — Sun, 12 Apr 2026 22:28:13 +0000

How to add AI to your React Native app in 5 minutes

Most React Native developers want to add AI features — chat, image analysis, form validation — but setting up Claude or OpenAI from scratch takes hours.

I built react-native-ai-hooks to fix that.

Install

npm install react-native-ai-hooks

Add a chat interface

import { useAIChat } from 'react-native-ai-hooks';

const { messages, sendMessage, isLoading } = useAIChat({
  apiKey: 'your-api-key',
  provider: 'claude',
});

Analyze images from camera

import { useImageAnalysis } from 'react-native-ai-hooks';

const { analyzeImage, description, isLoading } = useImageAnalysis({
  apiKey: 'your-api-key',
  provider: 'claude',
});

All hooks

useAIChat() — multi-turn chat with streaming
useAIStream() — real-time token streaming
useImageAnalysis() — camera/gallery → AI description
useAIForm() — AI-powered form validation

Works with Claude, OpenAI & Gemini.

Forem: Nika Pkhakadze

Building a Resilience Layer for Mobile AI: How I handle 429s, Provider Fragmentation, and Streaming in React Native

The Core Problems

What's in the Library

Stats

7 AI hooks for React Native -the complete guide

7 AI hooks for React Native — the complete guide

Install

1. useAIChat() — multi-turn chat

2. useAIStream() — real-time streaming

3. useImageAnalysis() — camera → AI

4. useAIForm() — AI form validation

5. useAIVoice() — speech to text + AI

6. useAITranslate() — real-time translation

7. useAISummarize() — text summarization

Security

Links

How to add AI to your React Native app in 5 minutes

How to add AI to your React Native app in 5 minutes

Install

Add a chat interface

Analyze images from camera

All hooks

Links