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EvolveTrade rewrites a trading agent's system prompt after each interval

The EvolveTrade paper treats a trading agent's system prompt as its policy and has a separate Policy Agent rewrite it after each interval from decision traces and realized returns, while the backbone model stays frozen. Across several market regimes and two backbone models, it reports higher Sharpe ratios and cumulative returns than fixed-prompt baselines in most settings.