Ant colony optimization (ACO) has emerged as a powerful metaheuristic algorithm for tackling complex optimization problems. A novel framework named SEMUTWIN represents a significant advancement in this field, providing innovative techniques to enhance the efficiency and effectiveness of ACO algorithms. By merging cutting-edge ideas from diverse dom