Guides
Start here when you want the high-level story first. These pages explain the tradeoffs, frame the problem, and point you into the more structured learning and SDK sections.
Featured guides
- RAG chunking guide Learn how common chunking strategies work, where they break down, and how POMA approaches chunksets differently.
- Document ingestion guide Walk through ingestion patterns, why RAG needs chunking after ingestion, and how common tooling stacks compare.
- RAG architecture guide How to design a production RAG pipeline end-to-end — ingestion, chunking, embedding, retrieval, and generation.
- Context engineering Why context quality is decided at the document, not the prompt, and what the four layers of the pipeline each contribute.
- Ingestion for context engineering Why agents can't skim, and how structure-aware ingestion, chunksets, and sandwich ordering follow from that.