Architecture of federated carbon intelligence. Credit: MRS Energy & Sustainability (2025). DOI: 10.1557/s43581-025-00146-1 As artificial intelligence becomes more powerful and widespread, so does the environmental cost of running it. Behind every chatbot, image generator, and television streaming recommendation are massive banks of millions of computers housed in an increasing number of data centers that consume staggering amounts of electricity and water