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“I’m trying to address every stage: prevention, support for people who are already struggling, and then action against the illegal sites.”

He does not believe illegal gambling can simply be eliminated. But he believes it can be made harder to operate. That may be the more realistic role for companies such as Trace2Trace as the illegal market evolves: not replacing regulators or enforcement agencies, but providing the intelligence needed to see beyond the individual URL. For Madsen, the motivation remains deeply personal: “I know very well what gambling addiction can do to people.”

The emergence of his company along with a string of others reflects a growing need in the industry: as illegal operators become more adept at moving, cloning and disguising their online presence, enforcement may increasingly depend on understanding the deep workings of the networks behind the screen.

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Santos’ case represents the most severe among four disciplinary settlements announced by Kalshi, which has faced increasing scrutiny concerning insider knowledge risks and event outcome influence by market participants.

Santos is not the only individual disciplined for trying to game the prediction market system. Ben Midgley, a Republican candidate for the governorship of Maine, admitted purchasing under $1,000 worth of contracts related to his campaign. He accepted a $5,434.30 fine and a three-year suspension.

Meanwhile, Laurie Buckhout, a candidate for a North Carolina congressional seat, was fined $2,589.96 and suspended for three years after buying under $1,000 of contracts linked to her race.

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Buffett has repeatedly raised concerns regarding the mainstreaming of gambling and its marketing under the guise of investing. In May, he targeted prediction markets and traders speculating on short-term instruments like 30-minute bitcoin options.

“If you’re buying or selling one-day options, that is not investing. It is not speculating. It is gambling,” Buffett said during an interview with CNBC. “There’s nobody who can explain why they’re buying an option for one day.”

Buffett, who built his fortune buying “wonderful businesses” at fair prices and holding them for the long term, believes the public has mistakenly adopted a get-rich-quick mindset.