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Designing an AI ad pipeline where a failed job never costs the customer a credit (Spring Boot)

This story is from 2026-10-12. It is preserved in the archive; the latest stories are on the live feed.

AdPlatformForge turns one product photo into a short video ad or a social post design, in Arabic, French or Hassaniya. It is a multi-tenant SaaS: Spring Boot on the back end, Angular on the front, PostgreSQL, FFmpeg for video, and an LLM for the script. AI calls are slow, flaky and cost money. This…

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  1. 2026-10-12 07:00 · DEV Community — AI
    Designing an AI ad pipeline where a failed job never costs the customer a credit (Spring Boot)

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