Our x_TW_v2_SPY strategy is a high-risk strategy designed for trading in the SPDR S&P 500 ETF (SPY), one of the most liquid ETFs available. This swing trading strategy dynamically positions itself for both long and short trades, capitalizing on market fluctuations with an advanced pyramiding approach and robust risk management techniques. The strategy is optimized for high-volatility environments, where it consistently outperforms market benchmarks, while maintaining competitive performance during periods of low volatility. With a focus on capital preservation, the strategy implements stringent controls to minimize drawdowns greater than 20%, ensuring robust protection of investor assets.