Meta's latest Llama release utilizes 2 trillion parameters, driving massive energy demands and carbon footprints. To counter this, developers typically rely on lower-precision numbers or smaller models. New hardware research seeks a middle path to maintain high performance without the power drain. This shift targets the critical trade-off between model scale and operational sustainability.