Firmware has long been the quiet layer that keeps hardware running smoothly. It boots systems, manages resources, and enforces security rules without asking for attention. In recent years, however, firmware development has entered a period of visible change. Artificial intelligence is no longer limited to cloud services or user-facing software; it is increasingly influencing how firmware is designed, tested, optimized, and maintained.