DeepHub IMBA

Apr 29, 2026 · Artificial Intelligence

From Stateless to Stateful: 5 Architecture Patterns for Long‑Running Agents

The article outlines five concrete design patterns—Checkpoint‑and‑Resume, Delegated Approval, Memory‑Layered Context, Ambient Processing, and Fleet Orchestration—that enable production‑grade, multi‑day AI agents to persist state, handle failures, and scale safely.