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Why Hardware, Software, And Developers Must Unite To Bring AI To The Real World

The hype fades fast when your cloud bill spikes and your devices still lag. We sat down with leaders from Qualcomm, Renesas, Enerzai, Kudrat AI, and Advantech to trace how edge AI finally delivers real-world value—by uniting silicon, software, and developer experience into one coherent pipeline. From cost predictability to privacy and power, the economic and technical case for running models on-device has never been stronger.

You’ll hear how chipmakers are acting like platform companies, pairing scalable TOPS with compilers, model hubs, and ready-to-run containers that collapse months of…

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