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Dense vs. MoE Models: Active Parameters, Throughput, and When to Choose Each.

NVIDIA Developer BlogCompany announcement·
AI brief

NVIDIA's developer blog explains how a 30B-parameter model can activate only 3B parameters per token while still using the capacity of the larger model, using Nemotron 3.5 Lightning as an example.

Why it matters: It lays out the tradeoffs between dense and mixture-of-experts models around active parameters and throughput to help developers choose between them.

Written by AI from NVIDIA Developer Blog's published text.

Background

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Source

“How can a 30B-parameter model activate only 3B parameters per token, and still use the capacity of the larger model? Nemotron 3.5 Lightning illustrates the...”
NVIDIA Developer Blog, 15 Sept 2026, 17:00.

Published by the organisation it describes; treat claims as first-party statements.

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