Quality Assurance (QA) environments are crucial to the development lifecycle. However, they often come with recurring challenges—flaky tests, misconfigured pipelines, and resource bottlenecks. These issues, left unchecked, can disrupt workflows and slow down releases. Auto-remediation workflows offer a straightforward way to identify, address, and resolve these problems automatically, reducing