Core concept

Compile phase: analyze graph, optimize for hardware. Runtime schedules ops on Neuron cores.

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How it works

Not all ops supported. Compilation can be slow (minutes-hours for large models). Debugging harder than CUDA.

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Trade-offs + gotchas

Deploying to Trainium/Inferentia instances. Cost-optimized ML at scale on AWS.