Chapter 2: Basic AI Application

โครงสร้างแอปพลิเคชัน AI แบบพื้นฐานที่ทำงานแบบทิศทางเดียว (Stateless)

Direct Prompting

Zero-shot Prompting

• Basic prompt structure
• Clear instruction design
• Output formatting

Few-shot Prompting

• Example selection strategies
• Context injection techniques
• Pattern recognition enhancement

RAG (Retrieval-Augmented Generation)

Basic RAG Architecture

• Document chunking strategies
• Vector embedding and storage
• Retrieval mechanisms
• Context synthesis

Standard Patterns

• Query understanding
• Relevance ranking
• Context window optimization

API Integration

• Direct API calls to LLMs
• Error handling and retries
• Rate limiting strategies
• Cost optimization