The here proliferation of false medicines represents a deeply concerning challenge facing the global public health landscape. These bogus products, often mimicking legitimate medications, pose a significant danger to patient safety, undermining therapy effectiveness and potentially leading to severe harmful health effects. Motivated by substantial