By Greg Nowak, 30 June, 2026 Background AI Tasks Need Queues, Not Just Longer API Calls Background mode helps AI jobs run asynchronously, but production workflows still need queues, job states, retries, webhooks, approvals, and safe handoffs. Tags AI automation OpenAI API workflow operations queues webhooks