The Rig

Hardware

Dual-socket workstation board with enough PCIe lanes for four accelerators, a generation of RAM the server market abandoned, and 2TB of 10K-RPM spinning metal holding the models.

Full stack

ComponentPartRole
MotherboardAsus Z9PE-D16Dual LGA2011, 40 PCIe lanes — the whole reason four P100s fit and stay fed
CPU2x Intel Xeon E5-2620 v212 cores / 24 threads total; handles tokenization, sampling, OS, and the serving layer
GPU4x NVIDIA Tesla P100 16GB PCIe64GB HBM2 VRAM combined; Pascal, 16-bit compute, the inference engines
RAM128GB DDR3Model staging, OS cache, headroom for KV spill and multi-request serving
Storage (OS)120GB SSDUbuntu 24.04.5 server, CUDA, the serving stack
Storage (models)4x WD Velociraptor 500GB10K RPM HDDs holding Strata QWEN3.8-120b and its quant variants

Why these parts

Power and thermals

Four P100s at ~250W each plus dual Xeons puts the wall draw in the 1.2–1.4kW range under full inference load — and every watt of it is solar. Air-cooled blowers, a case with more airflow than furniture, and 85kWh of battery behind the outlet: the rig runs full-load for roughly 60 hours with zero sun. The board takes the RAM the server world stopped making and the GPUs the datacenters stopped wanting — the entire bill landed near a grand.

64GB VRAM / ~$1,000

$16 per gigabyte of VRAM. That is the entire argument for this machine.