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On-device AI is ready to shake up an AI market dominated by frontier models

AI expert Sigil Wen (시질 웬), who developed the on-device AI model Underdog, said AI models are moving out of data centres and into personal devices. He said most AI tokens will soon be generated on smartphones and laptops. He cited benchmark results showing a 27-billion-parameter Qwen 3.8 27B model on Macs and iPhones scoring higher than Opus 4.6 Max. Wen said large models are unnecessary for daily tasks and stressed speed and security as key advantages of on-device AI.