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日本HP believes that the decision to run AI in the cloud or on-premises should begin with data sensitivity and the nature of the processing, not with a fixed technical preference. The company’s experience shows that the number of users, service continuity, operating costs, and how results are approved are no less important than the choice of model or device.
Perplexity launched the Portable Computer platform to run its agents locally on users’ devices, starting with Nvidia DGX Spark and Linux computers equipped with RTX cards containing at least 24GB of memory. By default, the system keeps models, files, and work on the device, with the option to request user approval before escalating a specific step to a more powerful cloud model.