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Models invent answers because guessing is rewarded, not because they are broken. What that has cost real companies, and the layers production systems use to contain it.

If you run a small or midsize business, here's the real story on AI, not the social media hype: most companies haven't actually put it to work yet. According to McKinsey's 2025 State of AI survey, roughly three in four large organizations now use AI in at least one business function, but national...