Why AI is accelerating better metrics built on stronger mathematical foundations—and why leaders should focus on inputs, validation, and outcomes, not equations.
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Most AI initiatives don’t fail because the technology is weak. They fail because leadership deploys AI into disorganized systems and expects magic. AI isn’t the fix—it’s the multiplier.
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AI isn’t getting worse. Our expectations outkicked the coverage. We’re giving still-maturing systems real authority and acting surprised when they crash.
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