Skip to main content
Restate makes AI agents and workflows innately resilient. It provides the reliability infrastructure you need to run AI workloads in production, from simple LLM chains to complex multi-agent systems.

AI Agent Quickstart

Build and run your first durable AI agent in minutes.

Why Restate?

Restate makes building AI workflows and agents easy:
  • ✅ Recovery from failures — Never lose agent progress again
  • ✅ Built-in session management — Store context in Restate’s K/V store
  • ✅ Complete observability — Trace every decision and action
  • ✅ Composable patterns — From simple agents to complex multi-agent systems
  • ✅ Production safety — Approvals, timeouts, rollbacks, and more
Whether you’re building chatbots, autonomous agents, or AI-powered workflows, Restate handles the complexity of distributed execution so you can focus on your AI logic.

Agent SDK Integrations

Restate works with popular LLM and Agent SDKs. Pick your framework and get started.
https://mintcdn.com/restate-6d46e1dc-main/fl3jWt7qUO_QtKLR/img/ai/sdk-integrations/vercel.svg?fit=max&auto=format&n=fl3jWt7qUO_QtKLR&q=85&s=e1510a87d25a574873bf63e60e207684

Vercel AI SDK

https://mintcdn.com/restate-6d46e1dc-main/khFAW59Lfp7wcDA1/img/ai/sdk-integrations/openai.webp?fit=max&auto=format&n=khFAW59Lfp7wcDA1&q=85&s=2fd1890935bf7b186cd33c2b2dec902c

OpenAI Agents SDK

https://mintcdn.com/restate-6d46e1dc-main/khFAW59Lfp7wcDA1/img/ai/sdk-integrations/google-adk.png?fit=max&auto=format&n=khFAW59Lfp7wcDA1&q=85&s=d98ff290a5333f2d87a2f50641077f00

Google ADK

https://mintcdn.com/restate-6d46e1dc-main/khFAW59Lfp7wcDA1/img/ai/sdk-integrations/pydantic-ai.png?fit=max&auto=format&n=khFAW59Lfp7wcDA1&q=85&s=7c6990858779d921fa90342c0bb66dd2

Pydantic AI

https://mintcdn.com/restate-6d46e1dc-main/khFAW59Lfp7wcDA1/img/ai/sdk-integrations/lite-llm_icon.webp?fit=max&auto=format&n=khFAW59Lfp7wcDA1&q=85&s=b828f72a983bb66693f72c61942d4653

LiteLLM

Integrating with other SDKs

Alternatively, you can use only Restate to manage and implement your own AI agentic loop.

Getting Started

The following pages give you a tour of how to build durable AI agents and workflows with Restate:

1. Durable Agents

Implement agents that survive crashes and recover automatically. Every LLM call and tool execution is durably persisted.

2. Durable Sessions

Add persistent sessions keyed by ID with built-in concurrency control. Conversation state survives crashes and restarts.

3. Approvals with Pause & Resume

Add resilient human approvals that pause the agent and resume when the response arrives, even across restarts.

4. Multi-Agent Orchestration

Route tasks between specialized agents with durable routing decisions. Coordinate via handoffs, tools, or remote calls.

5. Observability & Control

Inspect agent execution step by step, export traces, and cancel or kill stuck agents.

Implementation Guides

The following pages provide detailed implementation guides for common AI patterns:

Parallel Tool Calls

Workflows

Workflows as Tools

Remote Agents

Racing Agents

Retries & Error Handling

Rollback on Failures

Chat UI Integration

Streaming Responses

Notify when ready