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 refinement process for lightweight code. BCLUP leverages a sophisticated technique that meticulously examines code structures, identifying opportuniti