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Machine Discovery, a spinout of Oxford University, has raised $4.5 million to develop its machine learning technology for analog simulation and prediction. The technology was originally developed for fusion reactors and is now being used in semiconductor design. It uses AI models to simplify and automate the verification flow and deliver real time prediction. It is trained in the cloud on signals from a SPICE simulator, allowing designers to explore the design space.