Can consumer hardware really power a professional, private LLM hosting service for SMBs?
Consumer GPUs lack enterprise-grade ECC memory, leading to potential bit-flip errors during long-running inference tasks.
True profitability requires advanced health monitoring and parity checks to ensure reliable output for corporate clients.
Running multiple GPUs creates massive heat, often exceeding the cooling capacity of standard office or residential HVAC.
Constant transient power spikes under heavy AI workloads can trigger shutdowns in inadequately provisioned electrical systems.
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