Gate Research Multi-Agent LLM Trading Framework Outperforms Bitcoin Buy & Hold by 28.14%, Returns +20.25% in Backtest

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BTC-3.4%
Gate Research Institute recently published research on a Multi-Agent LLM trading framework for Bitcoin, showing the framework significantly outperformed passive Buy & Hold strategies. The TradingAgents-BTC strategy, tested on BTC/USDT 1-hour candles, achieved +20.25% total returns compared to -7.89% for Buy & Hold over the same period, while capping maximum drawdown at -17.41% versus -27.06%. The Multi-Agent architecture incorporates technical analysis, news analysis, sentiment analysis, and macro/on-chain analysis roles to improve trading decision transparency and risk control. The research noted the framework's ability to reduce risk exposure during downturns through sell signals and re-enter on rebounds. However, the backtest covered only approximately three months and may face real-world challenges including fees and slippage.
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