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A trading robot operating on a prediction market platform has attracted attention—data shows it has a 99.4% win rate across 19,387 trades. The robot's financial performance is equally impressive: an initial investment of $17 grew to $479,101 within a year. Such performance undoubtedly sparks curiosity about the trading logic behind it. Such a high win rate is extremely rare in live trading; it is worth investigating whether this is due to the advantages of its trading strategy design or its adaptation to specific market conditions, and to observe its actual performance across different time periods.