Implementation Elements

➺ Essential Components:

  • Document processing
  • Embedding generation
  • Vector storage
  • Query pipeline 

    • ➺ Technical Architecture:

    Document Processing
  • Text extraction
  • Chunking strategies
  • Metadata handling
  • Preprocessing pipeline
    • Embedding System
  • Model selection
  • Dimension optimization
  • Batch processing
  • Caching strategies
    • Retrieval Mechanism
  • Vector similarity search
  • Hybrid retrieval
  • Reranking
  • Context assembly

    • ➺ Integration Points:

  • API endpoints
  • Authentication
  • Rate limiting
  • Monitoring systems