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Durable Execution
Pydantic AI allows you to build durable agents that can preserve their progress across transient API failures and application errors or restarts, and handle long-running, asynchronous, and human-in-the-loop workflows with production-grade reliability. Durable agents have full support for streaming and MCP, with the added benefit of fault tolerance.
Pydantic AI officially supports four durable execution solutions:
These integrations are co-maintained by the Pydantic and vendor teams and only use Pydantic AI's public interface, so they also serve as a reference for integrating with other durable systems.
Additional external SDK integrations: