Guiding AI to think outside the box improved translation speed by 42%

dotey · x · 2026-08-27

The author found that optimizing within existing frameworks yielded limited results, so they prompted the AI to redesign the workflow from scratch. Although the AI's initial proposal wasn't perfect after data validation, partial adoption led to success. By switching from complex JSON to simpler output formats (increasing parsing complexity), API calls dropped from 33 to 12, and processing a 7-hour interview now takes only 42 minutes at a much lower cost.

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