By Greg Nowak , 30 June, 2026 Background AI Tasks Need Queues—not Just Longer API Calls Long-running AI responses solve timeout problems, not workflow reliability. Learn how queues, job states, approvals, and idempotency make them production-ready. Tags AI automation OpenAI API background tasks job queues durable workflows