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Strategy targeting mechanical inefficiencies in the LULD unhalt process. By isolating non-news volatility, the system exploits a Markovian edge where an initial downward move triggers a 65.7% theoretical recovery probability. Real-world execution delivered a 61.44% win rate and a 7.48 Sharpe Ratio through a custom news-filtered execution model.