fraud

A regulated pipeline where the model reads documents but must not be the one deciding who gets an account. The interviewer wants extraction, checks against authoritative sources, fraud signals, human review and data minimisation.

Voices can be cloned and caller ID can be spoofed. Make verification a deterministic tool call that gates which actions the agent can reach, with stronger factors for money and addresses.

Explainability becomes concrete the moment a regulator or a customer asks about one decision. The answer depends on what was logged, how the decision was made, and whether a person was involved.