Adaptive RAG - Dynamic Strategy Selection

Overview

Adaptive RAG - Dynamic Strategy Selection - Pattern #8 in the 37 RAG Patterns Collection.

Architecture

graph TB
    A[User Query] --> B[Pattern #8 Processing]
    B --> C[Enhanced Retrieval]
    C --> D[LLM Generation]
    D --> E[Response]
    
    style A fill:#f9f,stroke:#333
    style D fill:#9f9,stroke:#333

Complete Implementation

🚀 Run the full implementation:

📓 Pattern #8 AWS Notebook

The notebook includes:

• ▸Complete code implementation
• ▸AWS Bedrock integration
• ▸Performance benchmarks
• ▸Cost analysis
• ▸Use case examples

Key Features

Implementation

def pattern_8_rag(query):
    """
    Adaptive RAG - Dynamic Strategy Selection implementation
    """
    # Pattern-specific logic
    results = process_query(query)
    
    # Generate response
    response = llm.generate(
        f"Context: {results}\n\nQuestion: {query}"
    )
    
    return response

Performance Metrics

When to Use

Best For

• ▸Specific use cases requiring this pattern
• ▸Production applications
• ▸High-quality results

Combine With

• ▸Other complementary patterns
• ▸Optimization techniques
• ▸Production best practices

Related Papers

• ▸Research papers and resources
• ▸Technical documentation
• ▸Implementation guides

Next Steps

1. ▸Try it: Run the notebook
2. ▸Learn more: Pattern Index
3. ▸Explore: All 37 Patterns

Part of: 37 RAG Patterns Collection
See also: Visual Architecture Guide