# 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 6, 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

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

> From the original source: **YouTube — Astar Acceptman**
> [Read full article at YouTube — Astar Acceptman](https://www.youtube.com/watch?v=8xiEuazrgxE)

**Tags:** #YouTube

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