JSON No Longer Cuts It: AI Systems Demand New Standards

As AI systems scale with expanding context windows and complex agent workflows, JSON's repeated serialization becomes a significant efficiency bottleneck. ULMEN, designed specifically for AI infrastructure, reduces token consumption by 44% through token-aware encoding and semantic validation. This shift signals that optimal data formats will be as strategically important to AI infrastructure as JSON was to web development.