The clearance of cuffless, calibration free blood pressure monitoring technologies represents a pivotal evolution in cardiovascular medicine and medical grade physiological surveillance. For more than a century, non invasive arterial pressure estimation has relied on the occlusive pneumatic cuff, a mechanism established through Riva-Rocci sphygmomanometry and refined through Korotkoff sound auscultation and oscillometric volume displacement sensors. While reliable for isolate