Home Lab: 8x RTX 3090 Rig Runs 10 Parallel Agents at 370 tok/s

dazzou5ouh · reddit · 2026-11-15

A Redditor shows off a stable 8x RTX 3090 home inference rig (GPUs bought at £600-700 before prices spiked). Key details: Romed8-2T motherboard with full PCIe 4.0 x16 (two cards share a slot at x8), dual PSUs, 270W power limits, modified NVIDIA drivers enabling P2P at a measured 22GB/s. Running quantized Qwen on vLLM + opencode: 60 tok/s single agent, 370 tok/s aggregate with 10 parallel agents. Idle draw is 300W, but memory bandwidth makes it a beast for local inference and small-model finetuning.

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