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

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

    MichaelBy MichaelJune 18, 2026No Comments2 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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