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It is important to distinguish knowledge acquired during training from information retrieved
through search or a current document. If an application is connected to sources, we must
confirm that the answer actually matches them; the presence of a link does not prevent
misquotation or confusion between documents. A confident tone is not evidence that an
answer is correct.
TABLE 1-7: LIMITS THAT SHOULD NOT BE MISTAKEN FOR GENERAL WEAKNESS
What is not
How the risk appears Appropriate response
guaranteed
A convincing but incorrect claim Request the source and verify
Truth
or reference. important claims.
A law, price, officeholder, or Use current search, an official
Currency
policy has changed. source, and a clear date.
An error in a number, Use a calculator or computational
Calculation
percentage, or conversion. tool and check the inputs.
A correlation is presented as a Return to the study design and
Causality
cause or advice. domain expertise.
A tone or decision does not suit Add context and involve a reviewer
Implicit context
the relationship or situation. who knows the environment.
Performance varies across Test results by group and consider
Fairness
groups or cases. the effects of the decision.
Data is entered when it should Use an approved environment and
Confidentiality
not be shared. minimize the data provided.
⚠ Warning: Do not increase the impact of a decision faster than your
capacity to review it
When an output affects health, rights, money, or an educational or professional
opportunity, the required standard of evidence and expertise rises. AI may support
preparation and organization, but it should not become the decision-maker simply because
its output is well presented.
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