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Dev.to
Dev.to
5/11/2026
Auto-Merging RAG: Hierarchical Retrieval ⛓️

Auto-Merging RAG: Hierarchical Retrieval ⛓️

Short summary

Auto-merging hierarchical retrieval solves RAG context fragmentation by organizing chunks into parent-child trees and merging related children into parent contexts before LLM processing. Includes medical protocol example and complete LangChain implementation.

  • Prevents incomplete context by tracking parent-child chunk relationships across large documents
  • Auto-merge logic returns full parent chunks when multiple related children are retrieved
  • Full Python implementation using LangChain, Chroma vector store, and HuggingFace embeddings

Generated with AI, which can make mistakes.

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