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Meta publishes MemT-1.0, a memory-native model family with Nano and Flash variants
MemT-1.0 internalizes memory into model computation using Gated DeltaNet-2 and Mixture-of-Storage, trained on 34B tokens. At 128K history, Nano reports about 1.86x inference speedup and 66x lower persistent storage than a full KV cache.
Meta publishes ScaleNav, a video-pretrained model for language-guided robot navigation
ScaleNav learns navigation dynamics from internet egocentric videos, then uses simulated action data for training. 9% on HabitatGS-LN, and runs on a real quadruped robot.