Master’s thesis project focused on embedded firmware and memory fault analysis. • Developed Hybrid solutions for efficient storage and reconstruction of failing bitmaps to support GAN-based super-resolution autoencoders. • Implemented low-level firmware, debugging, data compression and automation workflows for fault diagnosis and injection on automotive RRAM devices (TC45x). • Performed firmware-level debugging and Python script analysis after fault injections.