Enterprise Multi-Agent Architecture: Model-Agnostic Token Optimization, State Machines, and GovOps Controls

Transitioning enterprise AI from isolated prompt-response models to autonomous multi-agent networks introduces a critical engineering challenge: quadratic token compounding. In a distributed agent gra