Meituan has open-sourced LongCat-2.0, a 1.6 trillion-parameter model with
average activation around 48 billion. The company says it implemented deep
co-optimizations across model architecture, chip adaptation and deployment
strategies to enable inference on domestic compute chips with constrained memory
and bandwidth.