Using the Neuron Kernel Interface, @reactorworld and Amazon's Neuron Science team built a kernel-centric path to real-time autoregressive diffusion video generation on Trainium.
They tackled the dynamic shapes, memory access patterns, and cache management that make these workloads hard for generic compilers, and built techniques that generalize across models. https://www.amazon.science/blog/a-kernel-centric-path-to-real-time-video-generation-on-trainium?utm_campaign=a-kernel-centric-path-to-real-time-video-gener&utm_medium=organic-asw&utm_source=twitter&utm_content=2026-09-25-a-kernel-centric-path-to-real-time-video-gener&utm_term=2026-september