business management blog posts

The Mechanical Operator Fallacy: Why Industrial AI Needs New Roads, Not New Foundations

Blog: XMPRO

Two seemingly contradictory perspectives on AI transformation landed this week. Understanding how they fit together unlocks something neither captures alone. David Shapiro argues in his Substack piece that we’re building “mechanical horses” when we should be building cars. We’re forcing AI into human-shaped workflows rather than rebuilding workflows to suit AI capabilities. The automobile required

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