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Applied AI·July 7, 2026·1 min read

Karina Portugal: learning to ask the right question

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Karina Portugal’s shift from ad festivals to helping global banks ask “can we trust this system?” captures a broader pivot from storytelling to verification. If you’re deploying AI in regulated domains, the scarce skill isn’t prompt writing—it’s framing the right assurance questions and building the evidence to answer them.