The $48,000 Gamble: Why One Independent Researcher Built a Private GPU Cluster Instead of Using the Cloud

A former FAANG engineer breaks down the costs, power constraints, and ROI of building a 6x RTX 6000 Ada GPU server for AI research.

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Analysis and Context