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How We Built a Reliable Four-Image AI Generation Pipeline with Next.js and Postgres

This story is from 2026-09-14. It is preserved in the archive; the latest stories are on the live feed.

AI image generation looks synchronous in a demo: send a prompt, wait, and render an image. The production experience is different. Providers can be slow, browsers refresh, callbacks arrive twice, temporary URLs expire, and one output may fail while the others succeed. These questions came up while…

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  1. 2026-09-14 04:34 · DEV Community — AI
    How We Built a Reliable Four-Image AI Generation Pipeline with Next.js and Postgres

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