The Binary Paint Shop Problem (BPSP) is a combinatorial optimization challenge with significant applications in manufacturing, particularly in the automotive industry. The goal is to minimize color changes when painting a sequence of cars, each appearing in pairs, with two available colors. As the sequence length grows, the number of possible color assignments increases exponentially, making efficient solutions critical for reducing costs and enhancing productivity in paint shop operations.