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GuideMike JohnsonJanuary 10, 2024

Getting Started with Real-time AI APIs

Complete tutorial on building and deploying real-time AI APIs using our platform's native features.

APIReal-timeTutorialDeployment

Getting Started with Real-time AI APIs

Build and deploy real-time AI APIs that scale effortlessly with LegionEdge's platform.

Introduction

Real-time AI APIs are the backbone of modern intelligent applications. This guide will walk you through building, deploying, and scaling real-time AI APIs using LegionEdge.

Prerequisites

Before we begin, ensure you have:

  • A LegionEdge account
  • Node.js 18+ installed
  • Basic understanding of REST APIs
  • Familiarity with AI/ML concepts

Setting Up Your Project

npx create-legionedge-app my-ai-api
cd my-ai-api
npm install

Creating Your First AI Endpoint

import { createAIEndpoint } from '@legionedge/api';

export const chatbot = createAIEndpoint({
  model: 'gpt-4',
  streaming: true,
  rateLimit: {
    requests: 100,
    window: '1m'
  }
});

Implementing Real-time Streaming

Real-time streaming allows your users to see AI responses as they're generated:

export async function handleStream(request: Request) {
  const { prompt } = await request.json();
  
  return chatbot.stream({
    prompt,
    onToken: (token) => {
      // Send token to client
      console.log(token);
    },
    onComplete: (response) => {
      // Handle completion
      console.log('Complete:', response);
    }
  });
}

Deployment

Deploy your AI API with a single command:

legionedge deploy

Monitoring and Analytics

Track your API performance with built-in analytics:

  • Request latency
  • Token usage
  • Error rates
  • User engagement

Best Practices

  1. Implement Caching: Cache frequent queries to reduce costs
  2. Use Rate Limiting: Protect your API from abuse
  3. Add Error Handling: Gracefully handle API failures
  4. Monitor Performance: Track metrics in real-time

Conclusion

You've now built and deployed a real-time AI API. Explore our advanced features for production-grade applications.

Next Steps

Contributors

M

Mike Johnson

Product Manager