Muffin
A retrieval agent that reads each document, classifies it, and chooses the chunking strategy that suits it best.
Retrieval quality depends on how documents are cut into chunks, and no single strategy suits every document. Muffin decides per document instead of per index.
Related research · White paperRAG: Coming together at the SeamsJohn Kelly · November 2026