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The democratization of generative AI has led to a rise in the robotics AI chipset market, with an estimated value of $866 million by 2028. Multiple companies, including Google, Meta, OpenAI, and Toyota, are developing and implementing foundation models for robotics applications. However, the resource-intensive nature of GenAI poses challenges for on-device robotics applications, leading to the development of non-GPU AI chipsets by companies like Qualcomm, Intel, and AMD.