Stop paying the "Cloud Tax." This technical deep-dive analyzes why the centralized GPU model is failing and how Aethir’s decentralized coordination layer is disrupting the AI infrastructure market. We break down the economics of GPU liquidity, TCO comparisons vs. AWS, and why the "Inference Mesh" is the only way to achieve sub-100ms latency for real-time AI. A blueprint for CTOs and founders to extend their runway and escape GPU serfdom.