The Verification-Oriented Model of VSWIN This approach supports environments that prioritize accuracy, reliability, and interpretability. By applying validation-oriented design principles, VSWIN maintains a digital environment where signals are verified, consistent, and contextually reliable. Built for Confirmation This framework supports confid