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September 24, 2026

AI workloads may require specialized compute beyond GPU clusters

NeoCloud architecture depends on the workload: pre-training and inference clusters can differ, while reinforcement learning (RL) may require environments and sandboxes built with non-GPU chips that mimic phones or laptops during training.

Understanding the workload can open alternatives to deploying the latest NVIDIA GPUs; Semi Analysis plans to test these options in the coming months.

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