LLM and AI Integration

LLM and AI Integration: Application Guide

Large Language Models (LLM) allow you to add artificial intelligence capabilities to your applications. In this guide, we will examine how to perform LLM integration.

What is LLM?

Large Language Models are artificial intelligence systems that can generate human-like text. Models like GPT, Claude, Gemini are in this category.

LLM Types

• Closed Source: OpenAI GPT, Anthropic Claude
• Open Source: Llama, Mistral, Falcon
• Local: Ollama, LM Studio

Integration Methods

1. Direct API

const response = await openai.chat.completions.create({
  model: gpt-4,
  messages: [{role: user, content: prompt}]
});

2. LangChain

• Chain structures
• Agent capabilities
• Memory systems

3. RAG

• Vector database integration
• Document chunking
• Embedding generation

Conclusion

LLM integration adds value to your applications.

Author: Tolga Ege