Architecting infrastructure to optimize Day 2 tokenomics

The gap between simply running AI models and running them profitably is widening fast. Early production architectures can buckle under the relentless demands of multi-agent autonomous workloads and real-time fine-tuning. Moving forward requires a fundamental shift toward a unified AI factory infrastructure engineered to optimize token-per-watt efficiency.