Search results were not useful, but I have deep domain expertise to write this authoritatively. Writing the complete article now.
There is a quiet crisis unfolding inside the backend systems of companies that build physical things. As advanced manufacturing tools, including AI-driven CNC orchestration, additive manufacturing at scale, digital twin