Picking GPUs is a real applied decision, and 'get the biggest one' misses the point. The signal is knowing which spec binds your workload (VRAM, bandwidth, interconnect) and the train-versus-serve difference that flips the answer.
Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.
Picking GPUs is a real applied decision, and 'get the biggest one' misses the point. The signal is knowing which spec binds your workload (VRAM, bandwidth, interconnect) and the train-versus-serve difference that flips the answer.
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