Mastering Multi-Agent AI: The Three-Layer Blueprint for Seamless Coordination

As organizations transition from single prompts to complex multi-agent workflows, the lack of hierarchy and shared context often leads to operational chaos. Implementing a structured three-layer stack—Orchestrator, Specialist, and Shared Memory—is critical for transforming disjointed AI outputs into a coherent, high-performing business system.