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The moment an AI workflow needs state, retries, and observability — and how I decide when to graduate from a chat thread to a real system.
Chat is a great workshop. It is a bad factory.
Graduate when state shows up
When a workflow needs retries, state, ownership, and logs, graduate it into a pipeline. Keep the agent. Lose the amnesia.