Build automated test infrastructure for connected devices, integrate hardware testing into CI, design simulation and integration coverage, investigate software and hardware failures, and improve device-software reliability using Python and C++. Collaborate with firmware, systems, cloud, and mobile engineers while developing repeatable workflows and regression tests for release readiness.