02:23
2026-08-05
dev.to
large-language-models
Prompt engineering couldn't fix this LLM bug. 20 lines of binary parsing did.
An agency's ad intelligence app, which uses Gemini to extract transcripts and timed moments from video ads, was producing impossible timestamps—one video marked at 3:37 for a 2:22 clip—despite the mod…