rag-architect - RAG System Architecture Designer
Design RAG systems with vector databases and semantic search capabilities
Tags
Updated: 2026-03-10Capabilities
Typical Inputs
Typical Outputs
What this skill does
- design vector databases
- select embedding models
- implement chunking strategies
- build retrieval pipelines
- perform semantic search
- configure hybrid search
- apply reranking
- measure retrieval metrics
- monitor performance
- version embeddings
- debug retrieval issues
- handle model migration
- process document ingestion
Inputs
- document corpus
- embedding models
- vector database
- retrieval requirements
- production data
- performance metrics
Outputs
- system architecture design
- vector retrieval results
- semantic search results
- evaluation metrics
- retrieval pipeline design
- chunking strategy
Requirements
- vector database support
- embedding model access
- hybrid search capability
- semantic retrieval support
- large-scale data processing