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High-resolution 4K video upscaling no longer requires iterative diffusion: a single denoising step can outperform multi-step refiners while slashing latency by nearly 9脳.
Massive 33B video diffusion models can run 3.5x faster than real time by replacing VAE decode-reencode cycles with direct latent-to-latent resolution transfers and automated kernel synthesis.
