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A concise AI summary can leave out the condition that changes a decision. Use a two-way review to check both supported claims and material omissions.

A useful business assistant needs a clear stopping rule. Define the evidence required to answer, distinguish reasons to abstain, and test where unresolved work goes.

Preserve human expertise after AI automation with deliberate practice, a learning path for new colleagues, and evidence of continuing competence.

Give people a practical route to challenge AI-assisted decisions, with clear review authority, relevant evidence and a reasoned response.

Accepting residual AI risk requires a clear trade-off. Define the remaining exposure, affected people, decision authority, operating conditions and review triggers before proceeding.