Contextual RAG
How adding document context to chunks can improve retrieval, what Anthropic actually measured, and how to evaluate the tradeoffs.
Read post
Hybrid RAG
Combine lexical and vector rankings while preserving source content; an executable fusion example and explicit evaluation boundaries.
Read post
What Is RAG?
A practical introduction to retrieval-augmented generation: how evidence reaches a model, how it can fail, and what to check.
Read post
Harnessing Vectors and Contextual Retrieval in AI Pipelines
How lexical search, vectors, and contextual retrieval can help find evidence, and why local hosting does not guarantee privacy.
Read post