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This work explores the comprehensive molecular modeling, physicochemical characterization, and bioactivity assessment of 1,3,4-thiadiazole derivatives. Through advanced computational approaches, structural profiling, and property evaluations, this study highlights the therapeutic potential and chemical behavior of these bioactive compounds for advanced chemical and pharmaceutical applications. Furthermore, it delves into the quantitative structure-activity relationships (QSAR), molecular docking interactions, and ADMET prediction parameters, providing valuable theoretical insights and a robust scientific foundation for future drug discovery, modern medicinal chemistry, and rational drug design workflows.