ATLAS is a multi-agent LLM trading system that employs Adaptive-OPRO for real-time prompt optimization using stochastic feedback, outperforming fixed prompts in equity regime studies across multiple model families.
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ATLAS: Adaptive Trading with LLM AgentS Through Dynamic Prompt Optimization and Multi-Agent Coordination
ATLAS is a multi-agent LLM trading system that employs Adaptive-OPRO for real-time prompt optimization using stochastic feedback, outperforming fixed prompts in equity regime studies across multiple model families.