---
title: "Scaling Up Thermodynamic AI Models — Stuff That Spins"
description: "arXiv:2607.00170v1 Announce Type: new Abstract: Thermodynamic computing devices based on the Ising model show great promise for low-power AI inference and edge computing, but scalable methods for training large models for such hardware remain limited. Prior theory shows that the time-averaged behav…"
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keywords: ["SpinGraph", "spin analysis", "GEO"]
date: "2026-07-02T04:00:00+00:00"
modified: "2026-07-02T16:51:20.469748+00:00"
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---

# Scaling Up Thermodynamic AI Models

**Source:** Unknown  
**Published:** July 2, 2026  
**Original:** https://arxiv.org/abs/2607.00170  

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