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Physics of foam strangely resembles AI training

Engineers at the University of Pennsylvania have discovered that foams exhibit internal motion resembling deep learning in AI systems. The study suggests a common mathematical principle underlying both foams and AI training, with implications for designing adaptive materials and understanding biological structures.

SourceUniversity of Pennsylvania School of Engineering and Applied Science·JournalProceedings of the National Academy of Sciences·TypeComputational simulation/modeling·DateJan 14, 2026

Science in the kitchen

Researchers from the University of Warsaw explore how kitchen phenomena lead to breakthroughs in biomedicine and nanotechnology. They describe bubbles in champagne, Leidenfrost effect, and surface tension, revealing surprising connections between food science and scientific discoveries.

SourceUniversity of Warsaw, Faculty of Physics·JournalReviews of Modern Physics·DateJun 22, 2023

Foam offers way to manipulate light

A Princeton University study reveals a type of foam can block specific wavelengths of light while allowing others to pass through, creating a photonic band gap. This property has the potential to control the flow of electrons in materials and could lead to breakthroughs in telecommunications.

SourcePrinceton University, Engineering School·JournalProceedings of the National Academy of Sciences·DateNov 18, 2019

Foam stops sloshing liquid

Researchers found that capillary forces from soap foam induce pressure gradients near the container walls, reducing sloshing motion. The dampening effect happens faster than expected exponential decay, causing the waves to stop after a finite time.

SourceAmerican Institute of Physics·JournalPhysics of Fluids·DateSep 13, 2016