Whenever you're ready, walk me through how you'd approach this.
How do you maintain complex states in such agent-driven systems?
Discuss an end-to-end design for representing, updating, persisting, recovering, and serving state across multiple agent steps and services. Address consistency, long-running workflows, memory boundaries, failures, observability, and how learned components interact with deterministic state management. Clarify assumptions before proposing the architecture.