rag-query-transformation

# RAG Query Transformation Skill ## Capabilities - Implement query expansion techniques - Configure Hypothetical Document Embeddings (HyDE) - Set up multi-query generation - Design query decomposition strategies - Implement step-back prompting - Configure query routing for specialized indices ## Target Processes - advanced-rag-patterns - knowledge-base-qa ## Implementation Details ### Transformation Techniques 1. **Multi-Query Generation**: Generate query variations 2. **HyDE**: Generate hypothetical answer, embed that 3. **Query Decomposition**: Break complex queries into sub-queries 4. **Step-Back Prompting**: Generate higher-level queries 5. **Query Expansion**: Add synonyms and related terms ### Configuration Options - Number of query variations - LLM for query generation - Decomposition depth - Query routing rules - Result fusion strategy ### Best Practices - Match technique to query complexity - Test with representative queries - Monitor retrieval quality changes - Balance latency vs quality tradeoffs ### Dependencies - langchain - LLM provider