A Modern Multimodal Assistant on a 6 GB 2011 GPU: Stage-Validated, All-GPU CUDA Inference for Fermi

This study explores the feasibility of running modern multimodal AI models on legacy hardware by deploying a compact assistant on a 2011-era GPU.

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