trust

Citations turn a RAG answer from 'trust me' into something checkable, and they are a genuine engineering problem. The signal is grounding each claim to a specific passage and verifying the attribution, not tacking a bag of links onto the end.

A proactive agent runs on a trigger, with no human watching at the moment of action. That inverts the risk model, and the interviewer is listening for whether you separate notifying from acting.

Trust is an interface and reliability problem, not a messaging one, and the goal is not maximum trust. Here is the mechanism list that actually moves it, the recovery path after a public failure, and the metric most teams optimize in the wrong direction.

AI features are probabilistic, yet stakeholders hear 'it works.' Setting honest expectations without draining enthusiasm is a core applied-AI skill. Here is how to frame reliability so trust holds through the first mistake.

Hype primes customers to expect a system that reads minds and never fails. Resetting that without losing the deal is an applied-AI skill interviewers probe head-on. Here is the move.

AI features break in public, sometimes embarrassingly. How you respond to the customer, not only the bug, is what this question actually tests. Here is the recovery that rebuilds trust.

The model can be excellent and still fail if the people who must use it do not trust it. Adoption is change management, not a slicker demo. Here is how forward-deployed engineers actually earn it.

An angry customer tests composure and ownership, not empathy alone. Interviewers want to watch you de-escalate, fix the real problem, and rebuild trust. Here is the arc that scores.

Security and compliance teams are gatekeepers, not adversaries. Interviewers look for you to bring them in early, satisfy real requirements, and turn a blocker into an ally. Here is the approach.

Telling a customer no is a relationship skill: shield them from a bad outcome while keeping their trust. Interviewers look for the reason, the alternative, and the framing. Here is the move.