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.

Continue into Learn

• Chunking
• Ingestion