A county-fair poultry-barn helper consistently steers 4-H award blurbs toward one breed that dominated last year’s photos. Families from other clubs complain of unequal treatment. Which kind of risk is that?

Short Explanation

Think of award blurbs that always steer toward last year’s dominant breed. That is biased output as a legal and reputational risk, not a font choice. Families from other clubs are getting unequal treatment.

Full Explanation

Biased model outputs carry legal and trust consequences, not only a fairness vocabulary label. Steering awards toward one breed is that risk. Font, latency, and vocabulary-only answers miss the consequence.

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