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Printing steel, titanium, or aluminum parts is no longer a lab experiment. Metal additive manufacturing has spent a decade maturing, with stable aerospace certifications and service providers across Europe. The question is no longer whether it works, but for which parts it pays off against machining, casting, or forging.
A digital thread is the data architecture that connects PLM, MES, ERP, and IIoT under one common identifier, unlike a digital twin, which replicates a single asset. Here I explain what it is, how it differs from the twin, and how to start with one real use case instead of a project that never ends.
Intelligent automation combines AI, machine learning, and physical robots that perceive, decide, and adapt in real time instead of following a fixed script. It is transforming manufacturing, logistics, healthcare, and food processing, and by 2024 there were already more than 4.6 million industrial robots active worldwide, per the IFR.
