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According to a report from Gate Research Institute, the total return of the multi-agent LLM trading framework in BTC backtesting was+0.255%, which was better than Buy&Hold's -7.89%, and the maximum drawdown was -17.41%, which was lower than Buy&Hold's -27.06%. Research is based on the TradingAgents framework, combined with multiple types of agent roles, to enhance trading transparency and risk control capabilities. The report points out that the framework reduces risk exposure during periods of volatility and decline, but the backtesting cycle is relatively short and further verification of strategy stability is needed.