https://socraticagent.dev/tags/embeddings/Recent content in Embeddings on socratic notesHugoenMon, 20 Jul 2026 00:00:00 +0000https://socraticagent.dev/blog/why-raw-queries-break-rag/Mon, 20 Jul 2026 00:00:00 +0000https://socraticagent.dev/blog/why-raw-queries-break-rag/A first-principles walkthrough of why raw user queries fail RAG retrieval, and the four techniques — contextualization, decomposition, expansion, metadata filtering — that fix each distinct failure mode.