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    Home » The First Real LLM Breakthrough Is Here… SubQ (1000x Less Compute)

    The First Real LLM Breakthrough Is Here… SubQ (1000x Less Compute)

    June 18, 2026 A.I. Vids 2 Mins Read
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    00:00 What is SubQ and why is everyone talking about it?
    00:38 What did SubQ announce about 12 million token context?
    02:00 What is SubQ 1.1 Small?
    02:20 Why does normal transformer attention scale quadratically?
    03:03 Why do long-context AI models need a new architecture?
    03:52 How does sub-quadratic sparse attention work?
    04:28 How is SubQ different from Longformer, BigBird, and Mamba?
    05:04 How much compute does SubQ save versus dense attention?
    05:51 Can SubQ actually retrieve information from long context?
    06:47 How does SubQ compare to GPT, Claude, and smaller models?
    07:53 Did SubQ train its model from scratch?
    08:20 What are the real-world use cases for 12 million token AI context?
    09:11 Are SubQ’s benchmark claims independently verified?
    10:05 What are the main limitations of sparse attention?
    10:21 When will SubQ be available and what happens next?

    Links From Todays Video:
    https://subq.ai/subq-1-1-small-technical-report

    Welcome to TheAIGRID — the place to learn AI for free. I create simple, practical videos that help beginners, creators, entrepreneurs, and business owners understand artificial intelligence, AI tools, automation, AI agents, robotics, ChatGPT, Claude, Gemini, and the future of technology. Whether you want AI tutorials, tool breakdowns, beginner guides, or explanations of the latest breakthroughs, this channel gives you the knowledge you need to stay ahead. Subscribe to start learning AI for free and keep up with the fast-moving world of artificial intelligence.

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    Music Used

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    CC BY-SA 4.0
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    The First Real LLM Breakthrough Is Here… SubQ (1000x Less Compute)

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