Liquid AI released LFM2.5-Encoder models on Hugging Face, pitching faster long-context CPU inference for document-scale NLP without larger hardware.

DeepSeek V4's million-token reasoning at lower cost signals a shift in AI competition from raw parameter counts toward cost-efficient, long-context intelligence.