Light-Based AI Training Cuts Computation, Tokyo Team Shows

AI is hungry for power, and one answer is to stop doing all the math on transistors. Researchers at the University of Tokyo, working with NTT researchers, have shown a way to train and run a neural network on light, using far less computation than conventional methods. The work was announced on November 5, 2026 and published in Nature Computational Science. The problem: AI that costs too much to run According to the University of Tokyo press release, training AI models can consume vast amounts ...
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Intelligent, Energy-Saving Mug

The green mug is a refrigerated and insulated mug which is powered by absorbing the heat radiated by the water/ beverage. New Green Smart Glass is intended to make getting the perfect cup of coffee both easier and more eco-friendly. Chengzhu has created the Green Smart Glass which is a refrigerated and insulated mug which is powered by absorbing the heat radiated by the water/ beverage itself. Generally we do not drink hot coffee until it becomes cooler so there will be loss of heat. ...
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New Plant-Based Insulation Created

Plant-based, natural building materials have the potential to boost energy savings for homeowners. Over a three-year period, University of North Texas researchers developed and tested a low-cost process to prepare kenaf, a plant in the hibiscus family that is similar to bamboo, for use as a building material; specifically, kenaf is used to create structured insulated panel building materials. Scientists worldwide are turning to plants as a resource for biodegradable, renewable and environm...
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