What’s happening in Spain is what is coming for America if Democrats regain power. Complain about Republicans all you want, they’re the only avenue to secure borders. We need better Republicans, but electing Democrats is a death sentence.
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A DELL R520 SERVER, A $120 TESLA M40 GPU AND PROXMOX PASSTHROUGH TURNED A DUSTY HOMELAB INTO A PRIVATE LLAMA 3.2 SERVER WITH 24GB OF VRAM FOR UNDER $250 TOTAL
the R520 sits in his rack, used ones ship at $150 on ebay in 2026. the Tesla M40 pulls out of retired datacenters at $100 to $150, no fan, no consumer support, 24GB of GDDR5 VRAM and full CUDA compute
proxmox handles the VM, ubuntu runs inside it. first pass with no GPU passthrough was CPU only. llama 3.2 answered but the CPU maxed out and every reply took forty seconds
he flipped on GPU passthrough in proxmox, installed the nvidia drivers inside the VM, and the same llama 3.2 model started answering in real time. same hardware, one config flag
open webUI installed as a single docker command wraps the whole thing in a ChatGPT style browser interface. grafana monitors GPU temperature and load in the background. stable diffusion runs on the same M40 for local image generation
the same tesla P40 i covered as device 1 in my article at $180 is one generation newer than this M40. this rig is one tier cheaper, slightly slower, same 24GB of VRAM