Graduate server 8.8 - #529

Bugbot Analysis Progress (3m 32s elapsed)

✅ Gathered PR context (2s)
✅ Completed bug detection (3m 30s)
✅ Posted analysis results (1s)

Final Result: Bugbot completed review - no issues found! ✅

Request ID: serverGenReqId_a9b7f54d-a96d-48a8-99e6-df562ce78040