A local LLM user weighs a 16GB AMD GPU against a second RTX 3090

kobbalt · reddit · 2026-07-25

A Reddit user asks whether adding a second GPU is a good idea for local LLM work.

Current setup:

The problem is that the context window is filling up too quickly on larger projects. The user is considering a 16 GB AMD card for extra VRAM because it is Linux-friendly, cheaper than another 3090, and easier to cool and power.

They ask whether mixed AMD + Nvidia support is now good enough in 2026, whether the 3090 should hold the model while the second GPU handles context, and whether adding another Nvidia card would still be the better option.

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