# AIRI Seminars | Q-RAG: how not to waste thousands of tons of token ore on LLM for the sake of a single fact

**Published:** November 9, 2026
**Author:** Astar Acceptman
**Source:** YouTube — Astar Acceptman
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/airi-seminars-q-rag-kak-ne-izvodit-tysyachi-tonn-tokennoy-rudy-na-llm-ra-63e10bc3

AIRI Seminars | Q-RAG: how not to waste thousands of tons of token ore on LLM for the sake of a single fact.

**Tags:** #YouTube

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