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The Amplification Problem

AI takes bad inputs and scales them, with confidence.

Garbage in, garbage out.

AI reproduces bad inputs faster, at scale, and with confidence. Output quality is capped by input quality.

Clean Datasets

So the fix comes before the AI. Swap the outdated, contradictory files in the "Final_FINAL_v7" folder for current, approved, machine-readable documents, and only those.

When to use  As the bridge from 'AI is exciting' to 'your source material decides the result', and whenever a pilot stalls on messy data.

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topic: mindset type: concept

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