When people say they are "adding RAG" to a workflow, the conversation often jumps too quickly to...
When people say they are "adding RAG" to a workflow, the conversation often jumps too quickly to infrastructure choices.
Should this use a vector database?
Should there be a reranker?
Should everything go into a knowledge graph?
Those are valid questions, but they are usually not the first question.
RAG retrieval strategies without a vector database: BM25, keyword indices, knowledge-in-bundle — and when embeddings earn their…
If you’ve built anything with LLMs in the last couple of years, you’ve built a RAG pipeline. Embed...
A practical RAG database design guide covering SQL, BM25, vector search, reranking, security, cost, and locality-aware context…
The tutorial-to-production gap Every RAG tutorial follows the same arc. Load some...
Every RAG pipeline I've reviewed this year hits the same decision point: which vector store do you...
An architecture-focused comparison of Graph RAG and vector RAG: chunking, storage, retrieval behavior, trade-offs, and hybrid…
