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Agentic inference shifts AI focus from training to storage and memory near GPUs. AMD optimizes across CPUs, GPUs, and ROCm for varied workloads. Tensordyne's Napier chip uses logarithmic math, drawing 30 kW versus 150 kW for comparable Nvidia systems. d-Matrix Corsair accelerators pair with Nvidia GPUs for heterogeneous inference.
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