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Forecast markets are once again drawing regulatory attention. According to reports, a trader profited over $400,000 in a single prediction trade, prompting new scrutiny from US regulators. This trade involved a political event prediction, and the trader's sudden profit raised questions about market information symmetry—whether it was precise analysis or an information advantage. As crypto prediction platforms gain popularity, regulators are focusing on whether traders can access non-public information in advance. The industry has begun discussing: how to balance the prosperity of prediction markets with transparent trading and risk prevention? This reflects a larger issue faced by the entire Web3 trading market—when massive capital flows into event-based trading products, how to prevent risks like "insider trading" from evolving into systemic problems.