RAG Implementation Patterns

Purpose: Provide complete RAG pipeline templates, chunking strategies, vector database schemas, and retrieval patterns for building production-ready RAG systems with Vercel AI SDK.

Activation Triggers:

• Building RAG (Retrieval Augmented Generation) systems
• Implementing semantic search functionality
• Creating AI-powered knowledge bases
• Document ingestion and embedding generation
• Vector database integration
• Hybrid search (vector + keyword) implementation