agent systems

EvolveTrade: Experience-Driven Policy Refinement for Self-Evolving LLM Trading Agentsarxiv.org

EvolveTrade is a framework for self-evolving LLM trading agents that refines their tool-use policies (system prompts) based on past performance. It demonstrates improved Sharpe Ratio and Cumulative Return compared to agents with static policies across various market regimes.