Singapore's industrial environment is witnessing considerable development fueled by the rising adoption of automation solutions. Driven by government schemes and a skilled workforce , firms are adopting robotics and artificial intelligence to enhance productivity and competitiveness . The movement towards smart manufacturing promises sustained supp