Split documents into small child chunks for precise retrieval and large parent chunks for rich context.

Split documents into small child chunks for precise retrieval and large parent chunks for rich context. Retrieve by child chunk similarity, but return the parent chunk to the LLM. Gives retrieval precision (small chunks match queries better) + generation quality (LLM gets full context). Useful for a document extraction pipeline where a clause reference only makes sense in its full paragraph context.