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Stories

  • A callback-first recovery pattern for AI video jobs on Vercel

    An AI video job should keep running when the user closes the tab. That makes the browser a useful progress display, but a poor owner of the job lifecycle. In H3 Max, the video tool I operate, we use a callback-first flow with a delayed recovery check.

    Dev.to AI2 min read
  • Build a Durable Chargeback Review Workflow on Telnyx Edge

    A chargeback is not a single API request. It is a case that can remain open for days while evidence arrives, deadlines approach, and a reviewer decides what should happen next. That makes chargeback handling an interesting systems problem.

    Dev.to AI5 min read

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