AI Dynamics

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Company Operating Principles: Digital, AI-Native, and Distributed Work

People keep saying “VRAM is all that matters” for local LLMs > It’s not just wrong, it’s misleading When running LLMs locally, the bottleneck is NOT just “VRAM size” It’s: – memory bandwidth – interconnect (PCIe vs NVLink vs RDMA) – inference engine (vLLM,

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