Notes on AI engineering, system design, and the craft of building software well — from GenAI and agentic systems to the ideas behind shipping things that last.https://slashorbit.com/https://slashorbit.com/posts/structured-data-unstructured-context-agent/https://slashorbit.com/posts/structured-data-unstructured-context-agent/Why your AI needs to know both the what and the why — and how to build an agent that connects SQL facts with document context to deliver a complete answer instead of a shrug.Wed, 09 Sep 2026 00:00:00 GMThttps://slashorbit.com/posts/chunkless-rag-document-structure/https://slashorbit.com/posts/chunkless-rag-document-structure/Chunk-and-embed RAG throws away document structure to make similarity search possible. Here's why reasoning over the original tree — headings, sections, and all — often gets you a better answer.Sun, 09 Aug 2026 19:16:56 GMT