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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

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