Idle GPUs are useful.
Predictable GPU capacity is what production AI needs.
NVIDIA's new Personal AI Router reportedly pools unused machines for local AI workloads, with suitable four-device setups reaching about 165 TFLOPS.
The tradeoff is clear: opportunistic resources cannot guarantee latency or throughput.
When workloads matter, run on dedicated GPU compute and keep data close with cloud storage.
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Originally posted on linkedin_personal