Generative AI

Generative models draft the defect reason.

Generative AI writes the defect reason. Detection models cluster the fault, then a language model drafts the hold note, the station cause, and the rework instruction.

Lineora is a vision system for electronics assembly. Detection models score every unit at the station, cluster the defect, and hold the board before the next handoff.

What the models run

• Every station image — Units scored
• Clustered signatures — Defect model
• Before test — Hold point
• Escaped defects — Retraining set

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