Embedding

Why RAG Is Not Enough

RAG searches natural language as natural language. Three fundamental limitations of embedding similarity search, and why structured semantic search is the alternative.

Why Embedding Vectors Are Not Enough

Rearranging embedding vectors breaks the model. Avoiding breakage means rebuilding the model from scratch. What we need is not transparency inside the black box, but a transparent layer outside it.