Decentralization distributes training across independent nodes, cutting single‑center energy use. This shift tackles the 1‑million‑tonne annual carbon footprint of frontier models. Companies now deploy federated frameworks, enabling greener training without new hardware. Practitioners should evaluate node‑based pipelines to reduce emissions. Early pilots report up to 30% energy savings, proving feasibility.