Liquid AI: vision encoders can burn more compute than the LLM on large images and video

JosephJacks_ · x · 2026-11-05

Liquid AI explains how its VLM team teaches LFMs to see: adding vision is more than one extra modality — with large images or long video, the vision encoder can use more compute than the language model itself, demanding a different model design. The team covers mid-training for vision and the custom encoder built for LFM3.

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