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Hardware Lab Methodology & Affiliate Disclosure: All VRAM sizing equations, fio 4K random IOPS tests, and Ollama/vLLM throughput figures on FoxyData.dev are based on reproducible hardware tests and published rate cards as of November 2026. FoxyData is reader-supported: when you provision a server or workstation via our verified partner links, we may earn an affiliate commission at no extra cost to you.

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