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[Opinion] Forget the Cloud: Qualcomm’s NPU Play May Trigger a Hardware Supercycle

AI demand is helping hyperscalers win long-term hardware deals and front-of-queue access, while suppliers protect margins and smaller buyers wait months.

Summary by 24/7 Wall St.
Qualcomm has spent five years watching rivals soak up AI excitement while its stock went nowhere, but a shift toward on-device inference could make that stagnation look like the setup for something much bigger.

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The Register broke the news in London, United Kingdom on Wednesday, August 12, 2026.
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