Persistent State Management in Self-Hosted CrewAI
Build Flow state into Pydantic models and use @persist to resume workflows after crashes.
Tomás Řezníček
Staff Writer
Based in Brno, Tomás has documented the European self-hosting community since the mid-2010s, contributing to Czech-language tech forums before moving to English-language publications. He specializes in containerization workflows and the automation tooling—Ansible, Terraform, and similar—that turns a single self-hosted service into a reproducible, auditable stack.
1 story
Build Flow state into Pydantic models and use @persist to resume workflows after crashes.