Modern electronics manufacturing demands constant advancement to keep competitive. Essential performance indicators like cycle time and defect rate are under ongoing scrutiny, driving the need for efficient processes. Manufacturers are implementing cutting-edge technologies such as Industry 4.0 principles, automationrobotics , and predictive tools