Pydantic AI + Dapr

Make your Pydantic AI agents production-ready. These tutorials show you how to add fault tolerance using Dapr.

Start here

Quickstarts

• Quickstart with your AI coding agent
• Quickstart

Secure it

• Access policies

Why Dapr for Pydantic AI?

Challenge	Dapr Solution
Agents tightly coupled, hard to scale	Pub/sub decouples communication
Chat memory lost on restart	State store persists agent memory across restarts
Custom infrastructure for each deployment	Portable components work anywhere
No visibility into agent communication	Built-in observability traces everything

Take it to production

• Run your agent on your cluster with Deploy to Kubernetes.
• Watch runs, token use and failures in Operate agents.
• Cap what an agent can spend with token budgets.