6+ day, 5+ hour ago  (1037+ words) The AI vs rule based machine vision decision has a single axis: how much your production environment resembles a controlled specification." Stable parts, defined defects, engineered conditions " rule-based wins on speed, cost, and auditability. Variable morphology, shifting suppliers, unknown defect…...

1+ week, 5+ hour ago  (1687+ words) The data exists. The infrastructure exists. What most manufacturing operations are still missing is the layer that turns both into decisions." Picking the wrong tool for that job " or the right tool for the wrong layer " costs more than the…...

1+ week, 5+ hour ago  (969+ words) Most AI vision systems quote hundreds to thousands of labeled images per defect class before a model is production-ready." Averroes runs on 2040." The gap comes down to architecture: pretrained industrial models, few-shot learning, and active learning loops that extract more…...