TOOL · GLOBAL
arXiv: ATLAS—multi-agent LLM trading framework with dynamic prompt optimization
ATLAS is an open-design multi-agent trading framework. Central trading agent synthesizes structured market, news, and corporate fundamental data; dynamically adapts prompts based on late, noisy reward signals; coordinates with specialized sub-agents. Designed to bridge LLM outputs to executable market orders.
WHY IT MATTERS
Reference architecture for production LLM trading. BFSI ops can adopt ATLAS pattern for algorithmic trading, liquidity management, or market-making workflows. Addresses critical gap: LLM reasoning → executable financial action.
Source: arXiv q-fin · 2026-05-21