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How does Diagrid Catalyst differ from Prefect for AI agent deployments?

Catalyst is built for agentic durable execution, unlike Prefect which focuses on workflow scheduling for data and engineering tasks. Catalyst leverages Dapr for distributed interoperability, supports both deterministic and probabilistic agent work, preserves state across interruptions, while Prefect’s scheduler-centric model poorly fits dynamic agent workflows. Note that durable execution does not equate to exactly-once delivery, and confirm competitor capabilities via their public documentation.

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