By Greg Nowak, 30 June, 2026 Long-running AI automations need queues before they meet real ops Background AI tasks make bigger workflows possible, but production teams still need queues, job states, retries, webhooks, and approvals. Tags AI automation OpenAI API workflow operations queues webhooks