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The site publishes the bitcoin txids + addresses so it is trivial to verify whether they are paying out the winnings.

I think the issue is that like any other outfit that holds bitcoin they may just "lose" them and vanish.

Until they don't. Other betting sites have 'lost' everyone's coins.