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The M-CaReM-AI Method: Defining Work for AI / Unit 1   MCM 015 short lesson, about 20 seconds

AI Amplifies the Material Problem

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The idea

The method's verdict is that AI does not create the material problem; it amplifies it, quickly and fluently.

In practice

A generated Eligibility Determination looks complete but leaves out the policy version and the data snapshot that auditors depend on.

Where people slip

Reviewing fluent output without agreed definitions is proofreading a language nobody agreed on. Generative AI at Work, lesson twelve, covers why people decide.

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