Modern software systems thrive on seamless workflows, automation, and robust security practices. Yet, managing privileges effectively, especially when elevated access is momentarily required, remains a challenging aspect of ensuring operational safety. Mistakes happen—unauthorized changes, misconfigurations, or excessive permissions often lead to vulnerabilities or downtime. Just-In-Time (JIT) privilege elevation, paired