To address the above challenges of sensitive detection and accuracy, we developed an ML‐optimized LFA with ultrasound‐induced nanoparticle enrichment for ultra‐trace detection of AD biomarker tau proteins. The gene discussed is MAPT; the disease is Alzheimer disease.