Insights
Notes from the
system boundary.
Concise engineering guidance on the practical details that connect images, decisions, machines and production data.
Engineering notes
Engineering note / Machine vision
Reliable inspection starts with the image
Why lighting, optics, triggering and calibration belong in the acceptance plan before model selection.
Engineering note / Systems integration
Designing the vision-to-PLC handshake
A decision becomes useful only when the controller can associate it with the correct part and operating state.
Engineering note / Edge AI
What to validate before moving AI to the edge
A practical evaluation checklist for model behavior, device constraints and recovery on the target hardware.
Start with the engineering problem
What does your process
need to do better?
Share the part, the machine, the constraint and the result you need. That is the starting point for a useful technical conversation.