Main issues are power and cooling.
A mobile device is super compact, so there’s no internal airflow or ability to add fans.
Even if you could somehow dissipate the heat, people expect their phone’s power consumption to allow going a certain amount of time without a charge. With a high-speed power-hungry CPU, you’d need a big battery, which wouldn’t fit.
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