# Physicists turn particles in chaotic orbits into liquid computers — but this fluid hardware still trails memristor rivals

> Physicists at the Universities of Konstanz and Stuttgart have run chaotic-signal forecasting and anomaly detection on 400 microscopic particles orbiting in a drop of liquid, in work published in Communications AI &…

- **Source:** [Tom's Hardware](https://www.tomshardware.com/tech-industry/physicists-build-a-computer-from-400-particles-orbiting-in-liquid-with-10-times-the-error-of-memristor-rivals?utm_source=gearopen.com&utm_medium=referral&utm_campaign=feed&utm_content=6a66246a6e74439c301119a1)
- **Published:** 2026-07-26
- **Category:** Science
- **Tags:** #ai
- **Canonical:** http://localhost:4321/a/6a66246a6e74439c301119a1

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