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answer: direct
beat: ai-infrastructure
source: 1 article · updated: October 20, 2026
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What had to change to run Nova-3 on Trainium2?

The teams ported PyTorch code to the AWS Neuron stack, substituted and tuned kernels, profiled performance, and built a Rust data-parallel runtime that called the Neuron Runtime API.

Answered in

Deepgram's Trainium Port Shows Why Inference Cost Depends on the Whole Stack

Deepgram and AWS report 11–70% more offline transcription per dollar on one Trainium2 setup. The kernels, runtime and workload explain the narrow result.

Crashtech Editorial October 20, 2026 Ai Infrastructure

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