With the rapid adoption of silicon carbide (SiC) power devices in high-power, high-efficiency applications like new energy vehicles, power conversion, and industrial control, their long-term stability and reliability have become a key focus for the industry. Bipolar degradation is a typical degradation mode that directly impacts the performance of