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Frozen skills can be reliably deployed in new environments with 80% fewer target-environment queries by intelligently combining historical experience with targeted behavioral validation.
Robots can navigate complex environments with nearly 99% success using only 1% of available sensor observations by intelligently inferring unseen spatial information.
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×.
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.