How everyday foam reveals the secret logic of artificial intelligence

University of Pennsylvania engineers discovered that foam bubbles constantly reorganize themselves in patterns that mathematically mirror how artificial intelligence systems learn, challenging the long-held belief that foams behave like glass with fixed structures. This finding suggests that learning may be a fundamental organizing principle across physical and computational systems, potentially revolutionizing how scientists understand adaptive materials and living cellular structures.