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Training Infrastructure and Cost

The training bill arrives, and most of it bought idle GPU time — a genuinely common outcome, and an entirely preventable one. Utilisation, not hourly rate, decides training cost: a half-idle expensive GPU beats neither a well-fed cheap one nor, often, a smaller model trained more efficiently.