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Streaming Long AI Jobs to the Browser: SSE Patterns From Building an Audit Tool
The first version of the spectr-ai web frontend had a spinner. You uploaded a contract, the spinner spun, and several minutes later results appeared, or didn't. My test users (friends, so they were honest) all did the same thing: around the ninety-second mark they refreshed the page, killing the audit that was about to finish. A spinner with no progress is indistinguishable from a hang, and users act accordingly.
So I rebuilt the pipeline around Server-Sent Events, and most of what I learned ...
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