resident compute · one real problem per demo
See it work
Voxell builds GPU-native AI: the model and its state live on the GPU, so decisions happen in microseconds, on the box, with nothing leaving the building. Each demo is the proof, on a real problem.
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Defense · dual-use
HIVE — Autonomous Swarm Defense
Twenty drones intercept a hypersonic missile barrage, each deciding faster than it closes, with no central controller to jam.
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Finance · comprehension
The Comprehension Race
A resident 0.8B reads a financial headline correctly, one word apart from buy or sell, in 84 ms, before the market reacts.
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Security · real-time fraud
The Index Blind Spot
Catch coordinated copycats with no index to rebuild, so no blind spot: 8 of 8 versus an indexed SIEM's 4 of 8.
More demos in the pipeline · full playlist on YouTube