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Common Failures in Professional AI Use Print

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What actually goes wrong.

FABRICATED REFERENCES

Citations, cases, studies and standards that do not exist.

The most common serious failure, across every profession.

CONFIDENTIALITY BREACHES

Client or patient material sent to services nobody assessed.

UNVERIFIED FIGURES

Calculations, doses, measurements and market data accepted without checking.

JURISDICTIONAL ERRORS

Advice or standards from the wrong country, stated confidently.

Particularly relevant for Nigerian practitioners, where general models are weakest.

AUTOMATION BIAS

Accepting a suggestion because a system produced it.

FLATTENED UNCERTAINTY

Professional hedging removed, so a qualified opinion becomes a definite statement.

OMISSION

Generated documents that read complete while missing something necessary.

SKILL EROSION

Practitioners who stop reasoning independently.

WHAT PREVENTS ALL OF THESE

Verifying in proportion to consequence, and reasoning independently before consulting.

THE PATTERN

Every failure above involves accepting output without checking it.


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