ATLAS introduces a multi-agent LLM trading framework with order-aware actions and Adaptive-OPRO prompt optimization that uses stochastic real-time feedback to improve performance over fixed prompts in equity regime studies.
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ATLAS: Adaptive Trading with LLM AgentS Through Dynamic Prompt Optimization and Multi-Agent Coordination
ATLAS introduces a multi-agent LLM trading framework with order-aware actions and Adaptive-OPRO prompt optimization that uses stochastic real-time feedback to improve performance over fixed prompts in equity regime studies.