I have previously developed several self-evolving agent trading systems. Regarding whether AI agents of this type can achieve better and more stable returns, at least my attempts have all failed. The core issue is not the quality of the system itself; the fundamental problem lies in the nature of the trading market. It is destined that self-evolution in the long run is actually ineffective.

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