Every second tutorial on RAG is either a toy or a research project disguised as a product.

That's not true. Agentic RAG, made properly:

→ hierarchical search (first child elements, parent - on request)
→ dialogue memory
→ refinement of requests
→ parallel agents

GitHub

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