NVMe-to-PCIe RAM Adapter

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NVMe-to-PCIe RAM Adapter

High-speed NVMe-to-PCIe storage rig for LLM expert offloading

by0xSero

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Description

A hardware and software configuration using an ASUS Hyper M.2 Gen 5 card and Samsung 990 Pro SSDs to enable expert offloading for large language models. The setup aims to run 35B+ parameter models like Qwen 3.6 on systems with limited VRAM (8-12GB) by leveraging high PCIe bandwidth for weights.

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Details

Why this is interesting: Showcases a tangible hardware path to running massive models on consumer GPUs by treating NVMe storage as accessible…
Attributed to: @0xSero
Built with: Qwen3.8-Flash-Next
Tags: #hardware #offloading #inference #linux #are-local-models-finally-good-enough-full-talk-w

Discovered: X
First posted: X · Oct 1, 2026
Listed: Added 1h ago
Build: Strong
Models: Strong

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