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That seems really high effort. I assume most events are things which are hard to influence, so at best you are hoping to tilt the wager odds into your favor. Which could backfire if you are betting on the wrong outcome.
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There's plenty of "high effort" market information manipulation going on, even before LLMs. Spread (justified, researched) FUD about a company your fund is shorting.
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Interesting theory. I'm inclined to disagree, however. Prediction markets essentially allows people to trade information for money, even the types historically more difficult to trade. There aren't enough people betting on things for deliberate misinformation to become worthwhile, IMO, and most people would stop betting after being in the wrong too often, unlike casinos which always let you win sometimes.

I believe the misinformation is largely by self-interested parties. Politicians as well as influencers trying to push agendas, and the engagement/attention farming for advertising revenue, which are largely indifferent to truth.

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It's the same as with crypto rug pulls, nobody is going to fall for that several times. Was still money to make in that before everyone and their grandma wisened up.
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I don't think prediction markets work well for that. It is a market and you can't really prevent anyone else from benefitting from the same victims, which dilutes your earnings.
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You don't need a perfect oracle to win on prediction markets. All it takes is enough influence to tip % in your favor. Card counting is very effective.
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Yeah, as long as it's reasonably reliable, compound interest also adds up to turn even small ROIs into big wins across multiple investments.
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