The current challenge of finding qualified healthcare personnel remains a significant focus for healthcare workflow assistants facilities . New trends reveal a complex landscape, with increased demand for nursing professionals, LPNs , and allied clinical personnel . Fatigue among existing staff, coupled with an mature employee base , is intensifyin