
The era of solving problems by simply throwing thousands of expensive graphics cards at a neural network has reached a definitive financial and environmental breaking point. While the theoretical capability of large-scale models continues to impress, the sheer cost of maintaining such systems has forced a reckoning within the technology sector. As high-performance hardware prices remain volatile and energy consumption










