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Towards Data Science
Thursday, June 25, 2026
Anubhab Banerjee

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
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Beat the 8GB VRAM limit.

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

The post 3 Agents.

3 LLMs.

1 Aging GPU: Engineering Parallel Inference on Bare Metal appeared first on Towards Data Science.

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