Downlooking cameras give machines a disciplined top-down view of parts, boards, feeders, fiducials, and production surfaces. This article explains where they work, where they fail, and how to combine them with alternative vision approaches in modern automation.
IoT side computer tools look simple till the PCB hits the SMT line. This short article exposes the setting up failings hiding behind cordless modules, thermal density, mixed-component boards, safety and security hardware, and hurried scale-up.
Automotive electronics failures usually begin with small process escapes, not dramatic machine breakdowns. This guide explains the pick and place standards, inspection discipline, and traceability controls needed for high-reliability SMT assembly.
Design for testability is not just about ICT pads. In real SMT work, it decides whether your line can see, verify, and trace every placement before a small defect becomes an expensive failure.
Electrical opens and shorts in PCB assembly are often blamed on soldering, but that explanation is usually too shallow. In many cases, the real defect begins at placement and only becomes visible later at reflow, inspection, or in the field.