- Score 93
- Official
Build specialized multimodal models with LFM3
Liquid AI releases LFM3, a family of six 2B-class multimodal models on one shared backbone, fine-tunable on a single GPU and built for edge deployment.
So what
What this event means by reading role—not a longer recap.
- BuilderYou can fine-tune a 2B multimodal model on a single GPU and ship it on-device, with text fitting in ~1 GB at 4-bit and a 256K context for local agents.
- ResearcherA tri-hybrid conv/attention mix with head-wise gated attention and partial RoPE matches larger models per parameter and runs ~25% faster at 8K context.
- InvestorLiquid AI is pushing specialized small multimodal models toward edge deployment, a distribution bet against large general-purpose models.
Score dimensions
Higher total means read first. Each bar is one factor we use to rank the system pool. How we score