The future architecture of AI agents involves a multi-layered framework that enables autonomous decision-making and real-time interaction with humans. This architecture focuses on data integration, dynamic orchestration, and ethical governance, positioning businesses to enhance operational efficiency and foster innovation. Integrating with established frameworks, firms can achieve scalable, agile AI solutions.