Unconventional AI

@unconvAI

Unconventional AI is rethinking the foundations of a computer to bring biology-scale efficiency to artificial intelligence.

unconv.ai

Joined October 2025

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Unconventional AI
@unconvAI
Jun 25
Introducing our first model, Un-0! We trained an image generator powered by a backbone of coupled oscillators in place of a more traditional conventional neural network.
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Unconventional AI
@unconvAI
Sep 10
Unconventional AI was founded on a suspicion: that more parameters and more attention is one path among several, and that the alternatives stay underexplored not because they are less promising but because they are harder to fund. The Unconventional Grant exists to fund those
Announcing the 2026 Unconventional Grant Winners - Unconventional AI
From unconv.ai
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Unconventional AI
@unconvAI
Aug 13
We removed 93.25% of the connections in our Un-0 image model, fully expecting to pay for it in quality. But it got better. FID 7.15 on ImageNet 64x64, roughly 1.9 ahead of the dense baseline at matched size. Same family of model, a fraction of the couplings, a better score. Here
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Unconventional AI
@unconvAI
Jul 9
Building a new memory means a twenty-year grind to drive the error rate toward zero. AI just made that grind optional. Because neural networks are remarkably tolerant of noise, we no longer have to chase punishing reliability targets. Training can settle into a good solution
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Unconventional AI
@unconvAI
Jun 30
What if your AI chip didn't calculate the answer, but physically settled into it? That's the premise behind dynamical system hardware, and there's never been a standard way to program it. In an upcoming International Symposium on Computer Architecture (@ISCAConfOrg) 2026 paper,
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