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AI-FOR-KNOWLEDGE-WORK4 MIN READ

Use this AI risk-control pocket deck

Recall practical AI risk controls for common knowledge-work situations.

Data minimization What is the first control before prompting with workplace data? Remove or aggregate any data the model does not need for the task. Names, customer identifiers, salaries, health details, and confidential notes should not ride along just because they are in the source file. Human review Which review pattern is stronger for an AI-generated customer email? Human review should target the parts that create obligation, trust, or harm. Launch objection The pilot worked three times, so we do not need rollback. A team wants to launch a recurring AI workflow after a small pilot. Your line A pilot…

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