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The Microsoft Portugal AI hub is a signifcant validation of the structral GPU demand story. 12,600 next gen GPUs isnt just incremental capacity, it shows hyperscalers are still comitting to multi year AI infrastrucure builds despite all the noise around capex concerns. The fact they're targeting staged rollouts over several years suggests sustained NVDA orderflow rather than a one time spike.

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