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---
title: uLattice
emoji: 🧠
colorFrom: blue
colorTo: indigo
sdk: docker
app_port: 7860
pinned: true
license: mit
short_description: Breaking the quadratic memory barrier in AI
---
# uLattice
Breaking the quadratic memory barrier in AI.
A sequence mixer with dynamically allocated memory. Each token reads and writes
exactly 9 cells on a 2D lattice; memory grows with content while per-token cost
stays constant.
Live demo below. Also at [ex0bit-mlattice.hf.space](https://ex0bit-mlattice.hf.space).