Akul Mallayya Swami

Akul Mallayya Swami is an embedded systems and safety critical software engineer focused on verification methods for timing sensitive edge AI and medical device software. His work examines how embedded and AI enabled systems can produce correct outputs while still violating real time safety constraints under deployment stress. He develops hardware validated test methods using external timing instrumentation, reproducible protocols, and public datasets to detect failures that accuracy based validation can miss.

Akul has worked on embedded firmware, wireless communication, ultra low power hardware, and regulated medical device software in FDA aligned environments. His current research emphasizes runtime assurance, edge ML timing validation, and practical verification methods for safety critical systems.