Advanced RAG Patterns
CommunityOptimize retrieval quality and implement advanced RAG strategies.
AuthorRenzo-Tognella
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This Skill helps in improving the quality of retrieval, implementing self-reflective retrieval, query transformation, reranking, semantic caching, and choosing between RAG strategies for hybrid search.
Core Features & Use Cases
- Enhanced Retrieval Quality: Implements advanced RAG patterns like Self-RAG, Corrective RAG, and Query Transformation.
- Self-Reflective Retrieval: Evaluates the relevance and trustworthiness of retrieved information.
- Query Transformation: Uses techniques like HyDE and Step-Back Prompting to improve query embeddings.
- Reranking: Applies cross-encoder reranking for final ranking of search results.
- Adaptive RAG: Selects the appropriate RAG strategy based on query complexity.
Quick Start
Use the advanced_rag_patterns skill to improve the retrieval quality of your hybrid search results.
Dependency Matrix
Required Modules
LLMhybrid_search
Components
scriptsreferences
💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: Advanced RAG Patterns Download link: https://github.com/Renzo-Tognella/UniversalThingsForMyAgents/archive/main.zip#advanced-rag-patterns Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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