Tag archive
Auditing a video generation voice pipeline: billing what vendors actually charge, a budget/quality SKU ladder that opened backwards, content-keyed voiceover caching, and a pronunciation dictionary nobody could hear.
Real money billed at $0, a resume path that silently re-decided a paid render's settings, a $0.82 measurement of the wrong build, and a reconciliation script that had to recount artifacts because nobody had vendor dashboard access.
Eight PRs closing out a QA pass on an AI presenter tool: a flaky call that silently disarmed a spend gate, an aspect-ratio bug that reproduced on every run, paying to render pixels and then binning them, and diagnostic logs that a routine redeploy erased.
Packaging a render-six-references-and-measure workflow into a reusable skill for an AI ad generator, and the audit backlog it surfaced: dead flags, a stop-ship brand gate, a misspelled brand name on a finished master, and a documentation culture that corrects its own wrong claims
I watched my email extraction pipeline burn money re-deriving the same fields over and over—then I realized the bug wasn’t “missing cache,” it was ...
Uniform frame sampling made my screen-workflow analyzer both expensive and blind to short UI bursts. I replaced it with an adaptive sampler that sc...