Smart manufacturing & inspection
Product changes do not mean a rebuild
The most expensive thing on a production line is not the model but re-labelling, re-tuning and re-qualifying at every changeover. The criteria exist only in the experience of senior inspectors, and the system has no way to learn them.
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Defect criteria written down together with senior inspectors as versioned skills
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Line data layered Raw / Clean / Curated; process parameters enter the context
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Edge sandbox execution isolated from MES and other line systems
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Declining manual-review rate as the acceptance metric
Defect criteria, process parameters, Raw / Clean / Curated line data
Edge sandbox execution; permission isolation from line systems
Changeover judgement skills, inspection parameter recipes
New scenarios adapted within weeks; product changes do not mean a rebuild
AI Visual Inspection: reflective-surface defect detection with imaging, algorithms and models as three cooperating layers; new scenarios adapted within weeks.
Start with one concrete scenario, not a product list.
Tell us which scenario is still not in production: where the data lives, who uses it, and who signs off. One workshop gives you a verifiable path forward.