Massive energy demands drive the expansion of data centers required for modern AI workloads. These facilities consume vast amounts of water and electricity to maintain server cooling. This infrastructure strain creates a physical bottleneck for scaling. Developers must now account for the carbon footprint and resource depletion inherent in high-compute hardware deployments.