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Startup PrismML is deploying its small, efficient large language models on Qualcomm-powered smart glasses, aiming to advance open-weight AI that runs entirely on-device rather than relying on cloud computation. The effort reflects a broader industry push toward efficient edge AI that better utilizes existing on-device computing power for wearable applications.