Software systems are complex, and at scale, even minor issues can quickly spiral into significant problems. Automation has become essential to managing these systems, especially when it comes to detecting, diagnosing, and fixing errors without human intervention. This is where auto-remediation workflows shine. They help address issues efficiently and consistently,