Build Long-running AI agents that pause, resume, and never lose context with ADK

Source: Google Developers Blog

Transitioning from Stateless Chatbots to Production‑Grade Agents

Learn how to move beyond simple, stateless chatbots and build agents that can manage long‑running enterprise workflows—such as HR onboarding—that span days or weeks.

Agent Development Kit (ADK)

The tutorial introduces the Agent Development Kit (ADK), which provides the tools and patterns needed to create resilient, context‑aware agents.

Architectural Shifts

• Durable state machines – ensure the agent’s workflow persists across idle periods and server restarts.
• Persistent session storage – guarantees that no context is lost during “idle time.”

Event‑Driven Webhooks & Multi‑Agent Delegation

• Leverage event‑driven webhooks to trigger agent actions only when needed, allowing the system to “sleep” during pauses.
• Use multi‑agent delegation to distribute complex tasks while maintaining high reasoning accuracy.

Building Resilient, Long‑Running Systems

By combining durable state machines, persistent storage, webhooks, and delegation, you can create agents that pause, resume, and never lose context—delivering reliable performance for extended enterprise processes.