Dev.to
7/1/2026

Adding a Live Generate Button: Why Synchronous Beat a Job Queue
Short summary
The author chose synchronous execution over async job queues for a content-draft generator, accepting 3–8 second latency to provide immediate user feedback—a practical trade-off for personal tools. A MAX_PENDING cap prevents draft accumulation by enforcing review before generation. The next improvements would be streaming (progressive rendering) and multi-platform batch requests rather than a full async queue.
- •Synchronous endpoints can deliver better UX for small tools despite blocking if latency is acceptable.
- •A draft cap (MAX_PENDING) enforces review discipline rather than allowing infinite accumulation.
- •Streaming is the next step, not a job queue—progressive rendering beats slower polling.
Generated with AI, which can make mistakes.
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