rag-development

"Audit an existing RAG implementation for quality, performance, and best practices" argument-hint: "[path-or-description]". TRIGGER WHEN: the user requires assistance with tasks related to this domain. DO NOT TRIGGER WHEN: the task is outside the specific scope of this component.

Expert in Qdrant vector database configuration, optimization, and production deployment. TRIGGER WHEN: configuring collections, tuning HNSW parameters, setting up quantization, designing hybrid search with dense+sparse vectors, payload indexing, multi-tenancy, or troubleshooting Qdrant performance. DO NOT TRIGGER WHEN: the task is outside the specific scope of this component.

Expert in RAG system design, implementation, and optimization. Covers the full pipeline from document ingestion to answer generation. TRIGGER WHEN: building retrieval-augmented generation pipelines, choosing chunking strategies, selecting embedding models, designing hybrid search, configuring re-ranking, or optimizing RAG for production DO NOT TRIGGER WHEN: the task is outside the specific scope of this component.

Comprehensive RAG development knowledge base covering chunking, embeddings, vector databases, retrieval strategies, advanced patterns (Graph RAG, CRAG, Self-RAG, Agentic RAG), evaluation, and production deployment. TRIGGER WHEN: building, optimizing, or auditing RAG systems. DO NOT TRIGGER WHEN: the task is outside the specific scope of this component.