Column: As token costs collapse, AI infrastructure splits into five layers

Winston Hsu, column

Jun 1, 2026, 07:54 0

Credit: AFP

Falling inference prices and tightening data regulations are pushing AI compute beyond the hyperscale data center — reshaping infrastructure decisions for enterprises, governments, and device makers worldwide

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