Singapore's manufacturing environment is witnessing substantial expansion fueled by the growing implementation of automation solutions. Driven by national schemes and a capable talent pool , firms are adopting robotics and machine learning to boost output and competitiveness . The shift towards smart manufacturing suggests ongoing support and emplo