The convergence of Artificial Intelligence (AI), Machine Learning (ML) and embedded engineering is reshaping industries at an unprecedented pace. In India, this transformation is particularly significant, as organizations accelerate digital adoption and demand more intelligent, efficient and adaptive embedded systems. From automotive and industrial IoT to healthcare devices and financial