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LLM4LLM introduces a deployment-aware closed-loop optimization framework to bridge kernel benchmarks and real LLM inference, achieving up to 6.98x speedups on H100 GPUs.
Kairos is a native world model framework for Physical AI that learns from diverse experiences using a cross-embodiment data curriculum, maintains persistent states with hybrid temporal attention, and supports efficient deployment on server and consumer hardware.