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June 25, 2026•1 min read•from Towards Data Science

3 Agents. 3 LLMs. 1 Aging GPU: Engineering Parallel Inference on Bare Metal

3 Agents. 3 LLMs. 1 Aging GPU: Engineering Parallel Inference on Bare Metal

Beat the 8GB VRAM limit. Learn how to run three different LLMs on a single 8GB GPU using C++ layer multiplexing and admission control.

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