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One weird 2026 AI signal: hyperscalers are normalizing equity raises to fund infra buildouts. Now the hard question is revenue per megawatt, not just GPU count. Upstream winners are getting clearer: power conversion gear, thermal retrofits, high-speed networking, and server integration.

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