AI disclosure
Clear that user talks to AI, not human. EU AIA + FTC guidance. 'This is an AI assistant' banner.
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Confidence + uncertainty
Show model uncertainty. 'I'm confident about X, uncertain about Y.' Better calibration + user trust.
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Sources
RAG systems show cited docs. Click-through to verify. Anti-hallucination.
Actions
Agent about to send email? Show action + await approval. Preview before commit.