Subquadratic

Subquadratic · Launch Video Breakdown: Hook, Pacing & Motion Design

The first model built for long‑context tasks

AI AgentsProductionMay 5, 2026@alex_whedon25K followers
0:00 · The Hook · Breakthrough Architecture Reveal
0:00 / 0:00

Scene-by-scene timeline & spoken transcript

  1. The Hook

    Breakthrough Architecture Reveal

    “Today we're announcing a major architectural breakthrough. The world's first fully subquadratic LLM. SubQ has a 12 million token context window, and frontier-level intelligence.”

    On screen
    Alex Whedon Co-Founder & CTO World's first fully subquadratic LLM 12,000,000 tokens
    Camera
    Static mid-shot framed by dynamic colored pixel mosaic blocks.
    Motion
    Pixel-block border reveal with kinetic typographic wipes.
  2. Product Reveal

    Benchmark Dominance

    “It outperforms Opus 4.7 on long context at less than 5% of the cost.”

    On screen
    SWE-bench verified Agentic Coding MRCR v2 Long-context retrieval at 1M tokens
    Camera
    Static graphic plane.
    Motion
    Animated bar charts with highlighted benchmark deltas.
  3. Feature Teaser

    Speed and Scaling Milestones

    “At 1 million tokens, SubQ processes tokens 52 times faster than Flash Attention. It dramatically changes the cost of training and inference, enabling us to scale context windows to 12 million tokens and beyond, pushing the boundaries of intelligence.”

    On screen
    52X Faster 52x faster | Flash Attention
    Camera
    Static medium close-up interspersed with motion graphic card.
    Motion
    Pixelated multiplier counter and clean typographic wipe.
  4. Feature Teaser

    Agent Workflows at Scale

    “This means your agents can now complete weeks of work at a time without degrading. Reasoning across entire codebases, merging hundreds of PRs at once, and finding patterns in tens of thousands of documents. All in one shot, without losing accuracy, speed, or context.”

    On screen
    Reasoning codebases merging hundreds at once finding patterns of thousands accuracy, speed
    Camera
    Rapid 2D graphic cuts.
    Motion
    Calendar checklists, terminal code scrolling, merging PR cards, grid arrays, and reticle zoom.
  5. Product Reveal

    Sparse-Attention Core

    “SubQ is not just another model, it represents a major algorithmic breakthrough. It is the first model built on a fully sub-quadratic, sparse-attention architecture.”

    On screen
    (No on-screen text)
    Camera
    Static medium shot with bookshelf backdrop.
    Motion
    Live founder presentation.
  6. Problem Agitation

    Standard vs Sparse Attention

    “LLMs today waste compute by processing every possible relationship between words. But only a small fraction of these matter. SubQ finds and focuses only on those relationships, meaning compute is used where it matters most. At 12 million tokens, this reduces compute almost 1,000 times, changing the way that LLMs scale.”

    On screen
    Standard Attention SubQ Sparse Attention 1000x
    Camera
    Diagram overlay tracking speaker.
    Motion
    Circular node network animating from dense cross-attention to sparse active pathways.
  7. Call to Action

    Access Announcement & Outro

    “Today, SubQ is available for early access, along with SubQ Code, a coding agent built on the next generation of AI technology. This marks a new era for builders. An era powered by subquadratic intelligence. Visit Subq.ai to get early access.”

    On screen
    Visit Subq.ai to get early access.
    Camera
    Static medium shot resolving to black title card.
    Motion
    Color bar sweep transitioning to 2D pixel mosaic logo lockup.

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