The integration of rapid RT-PCR testing in outpatient settings emerges as a key tool in combating antibiotic resistance by reducing unnecessary prescriptions. Concurrently, AI innovations such as deep learning models predict healthcare access disparities and analgesic outcomes in diabetes management. These technologies exemplify the growing convergence of diagnostics and computational intelligence for enhanced patient-centered care and public health gains.