My conviction that trustworthy AI demands systematic design—not merely better models—began not in a lecture hall, but in a production environment where milliseconds mattered. During my backend development internship, I built twelve REST APIs for a log analysis dashboard and reduced P95 latency from 410ms to 180ms.