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How everyday foam reveals the secret logic of artificial intelligence

Science News from research organizations How everyday foam reveals the secret logic of artificial intelligence Foams don’t just sit still—they behave like a learning AI, constantly reorganizing beneath the surface. Date: January 15, 2026 Source: University of Pennsylvania School of Engineering and Applied Science Summary: Foams were once thought to behave like glass, with bubbles frozen in place at the microscopic level. But new simulations reveal that foam bubbles are always shifting, even while the foam keeps its overall shape.

A microscopic close-up of the bubbles in foam, whose movements mathematically mirror the process of deep learning, used to train modern AI systems

A microscopic close-up of the bubbles in foam, whose movements mathematically mirror the process of deep learning, used to train modern AI systems

Credit: Crocker Lab

Key Highlights

  • Remarkably, this restless motion follows the same math used to train artificial intelligence.
  • The finding hints that learning-like behavior may be a fundamental principle shared by materials, machines, and living cells.
  • Share: Facebook Pinterest LinkedIN Email FULL STORY A microscopic close-up of the bubbles in foam, whose movements mathematically mirror the process of deep learning, used to train modern AI systems.
  • Credit: Crocker Lab Foams appear in everyday life as soap suds, shaving cream, whipped toppings and food emulsions like mayonnaise.
  • For many years, scientists believed foams behaved much like glass, with their tiny components locked into disordered but essentially fixed positions.
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Sources

  1. How everyday foam reveals the secret logic of artificial intelligence

This quick summary is automatically generated using AI based on reports from multiple news sources. The content has not been reviewed or verified by humans. For complete details, accuracy, and context, please refer to the original published articles.

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