11Design an AI content moderation system for a social platform with users across many countries and languages.▼hardNewMetaGoogleSpotify◆ premiumA large-scale design question where every error is someone's real harm: harmful content left up, or legitimate speech taken down. Strong answers tier by severity and confidence, keep humans in the hard cases, and measure both kinds of error per language.Practise this question →Read answer →
32Our classifiers flag a top-50 API customer's app for prohibited content. Do we ban the organisation, or act on its end users?▼expertNewAnthropicOpenAI◆ premiumOne abusive end user should not take down a legitimate business, and a business hiding abuse should not hide behind its users. Build a graduated ladder, end-user identifiers and an appeal path.Practise this question →Read answer →
33A bank wants zero data retention, but safety needs logs and our newest model requires retention. What do you offer?▼hardNewOpenAIAnthropicMicrosoft◆ premiumZero retention and abuse monitoring pull in opposite directions. Offer eligibility rather than a switch, automated review without storage, customer-held storage, and be honest about which models and features are excluded.Practise this question →Read answer →