Opposition research has always rewarded whoever digs deepest. AI is changing who can afford to dig — and how much stays buried. This week, Eric Wilson sits down with John Artunkal, founder and CEO of Argus AI, who came to politics through open-source intelligence, trained by Bellingcat and schooled at Oxford in the social science of the internet.

They get into how AI is — and isn't — transforming the vetting business: digital footprint mapping, facial recognition, and linguistic forensics; why self-vetting is now table stakes for down-ballot candidates; and the trade-off every research tool has to make between flagging too much and missing the one thing that ends a campaign. John also makes the case that candidates shouldn't over-sanitize themselves. Voters reward authenticity — the job is knowing the difference between a rough edge and a career-ender.

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