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WebAnnouncing the 2026 Unconventional Grant Winners
3+ day, 12+ hour ago (295+ words) Unconventional AI was founded on a suspicion: that the dominant recipe for building capable AI systems, more parameters and more attention over ever longer contexts, is one path among several, and that the alternatives stay underexplored not because they are…...
Less is More: Scaling Dynamics with Sparsity
1+ mon, 13+ hour ago (976+ words) (For a more comprehensive discussion of this literature, please see "Related Work" in the Appendix.) For all configurations, the decoder size and conditioning oscillator count are fixed. Together, these fixed-decoder-size configurations allow us to explore how the model performs as…...
Smoothing the Triangle: Rethinking the Memory Stack for Unconventional AI
2+ mon, 4+ day ago (589+ words) Written by: Giacomo Pedretti, Srenik Mehta Large Language Models with ever-increasing context windows demand massive caches, enabled by heterogeneous packaging integration for high-bandwidth memory (HBM). And as models grow, so does their parameter count, calling for massive storage right next…...
Giacomo Pedretti
2+ mon, 4+ day ago (128+ words) is a Member of Technical Staff in the AI Hardware Architectures team at Unconventional AI. Giacomo has been working on unconventional computing hardware for the last decade. He has a PhD from Politecnico di Milano. Before joining, he was a…...
Unconventional AI Archives
2+ mon, 2+ week ago (9+ words) Unconventional AI Unconventional, Inc. © 2026...
Introducing Un-0: Generating Images with Coupled Oscillators
2+ mon, 2+ week ago (1372+ words) Written by: Unconventional AI At Unconventional AI, we’re building a new kind of computer, one that harnesses the laws of physics to do the computing. Our goal is to run modern AI on a fraction of the energy today’s machines…...
System Modeling: The Substrate for Neural Co-Evolution
3+ mon, 2+ day ago (783+ words) Written by: Carlos H. Morales Hamilton did this. He prepped, he practiced, and then he went to the real track and had a terrible day. When you are trying to simulate a highly sensitive physical system, correlation is everything. It makes…...
Machine Learning with Dynamics
3+ mon, 3+ week ago (1096+ words) Written by: Matthew Storm Bull, Sara Achour Most things that exist in the physical world are never truly static. They change over time, over space, or both. These ever-changing systems are said to exhibit dynamics. If you bend your idea…...
Unconventional Grant
5+ mon, 2+ week ago (493+ words) ACADEMIC Research GRANT PROGRAM We are announcing a $0.5 million Unconventional Academic Research Fund to provide $100k grants to support groundbreaking research in unconventional computing paradigms for generative AI (text, images, and video). Unconventional AI is rethinking computing with the singular purpose…...