From the factory floor.
Practical perspectives on engineering, industrial AI and production.
Predictive Maintenance: Start with the Machine, Not the Dashboard
A useful warning begins with a clear equipment question. Connect machine behaviour, operating conditions and maintenance knowledge before choosing an AI model.
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Visual Inspection: Define the Quality Question Before Choosing AI
Missing features, surface defects and assembly variation need different inspection approaches. Begin with the part, the lighting and a clear acceptance decision.
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Factory Planning: Explore the Production Flow Before Moving Equipment
A layout is more than a drawing. Review material movement, access and station dependencies before committing to a change on the shop floor.
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Test Engineering: Turn Product Requirements into Useful Evidence
A clear test plan connects each requirement to a method, a fixture and a recorded result. Plan the evidence as carefully as the equipment.
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