July 6, 2026
·~6 min read
·engineeringThe Model Finds the Defect. The Standard Decides What It Means.
A local YOLOv8 + offline LLM pipeline that maps PCB defects to the right IPC standard and process cause, plus the regex firewall that keeps bare-board and assembly domains from blending, and the recall floor it never beat.
yolov8ipc-standardsmanufacturingcomputer-visionlocal-llmpython