STARS is the Semiconductor Traceability and AI-assisted Research System. STARS is a scalable, AI platform for automated testing workflows across emerging electronic devices, such as memristors, TFTs, and small circuits. Through its automated operation for one-by-one testing of devices, STARS supports a ~3× speed-up in the daily throughput of an 8-hour shift by a human researcher. Furthermore, STARS enables interactive exploration of ~160k experiments, with optimised loading time and minimised searching. Parallel workflows will scale throughput by up to 32×, versus the serial version, and 96× versus fully manual measurements. This enables researchers to work smart, and STARS to work hard!