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Practical AI
Where AI earns a role in the work and where it should step back.
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2 published pieces
When AI should ask a question instead of writing an answer
The most useful AI response is sometimes a clear question that protects the meaning, evidence, or consequence of the work.
Where AI should help creators and where it should stop
AI is useful when it reduces reconstruction, comparison, and repetitive production. It becomes harmful when it quietly takes ownership of judgment.