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Jeff Geerling has built a custom AI-powered copilot PC using a Raspberry Pi mini PC and without installing the Windows 11 operating system, highlighting the advantages and limitations of using the Raspberry Pi AI kit. The project focuses on practical applications of AI in real-world scenarios, particularly in machine vision and robotics, and compares different AI hardware approaches. The Raspberry Pi AI kit, priced at around $70, includes an m.2 hat and a 13 TOPS Halo NPU, making it an ideal platform for developing and deploying AI applications.