RAG System Featured Building a Retrieval-Augmented Generation System with Deep Seek R1 This guide explores advanced strategies for optimizing DeepSeek R1 in RAG systems, including dynamic embedding scaling, multi-modal data integration, adaptive indexing, query re-ranking, caching, parallelization, and domain-specific fine-tuning.