Meta recently released a model with 2 trillion parameters, driving up energy costs and latency. While developers currently rely on lower-precision numbers or smaller models to save power, new hardware optimizations aim to maintain high performance without the carbon penalty. This shift focuses on reducing the computational overhead of massive scale.