How do parameter count and model architecture affect serving cost?

Instruction: Explain your approach, give a practical example, and describe its limits.

Context: Compare active computation, stored weights, and workload-dependent serving costs.

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Parameter count affects weight storage, but it does not determine serving cost by itself. For a dense model, most layers’ weights participate in each forward pass...

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