The final layer of the architecture provides access to the system through analytical dashboards and execution interfaces. Users interact only with structured outputs and encrypted endpoints, never raw data streams or exposed execution paths.
This abstraction ensures that complexity remains internal to the system while users receive clear, actionable intelligence and secure interaction capabilities. The interface layer is designed to evolve independently, enabling new analytics, privacy features, and execution tools to be introduced without architectural disruption.
