Tech Feb 8, 2026 5 min LFM2.5 - a hybrid architecture that's neither Transformer nor Mamba Liquid AI's LFM2.5 uses a hybrid of short-range convolutions and attention, achieving edge optimization without SSMs. This article covers the architecture, benchmarks, and community use cases. AI LLM Edge AI Architecture