The realm of code optimization continuously seeks innovative approaches to enhance efficiency while minimizing overhead. In this context, BCLUP emerges as a novel framework designed to streamline the here optimization process for lightweight code. BCLUP leverages a sophisticated strategy that meticulously analyzes code structures, identifying oppor