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arXiv: ATLAS—multi-agent framework for LLM-based autonomous trading

Research framework (ATLAS) integrating market data, news, and fundamentals into coordinated LLM agents for trading decisions. Uses dynamic prompt optimization and multi-agent coordination to bridge feedback delays and market noise.

WHY IT MATTERS

Demonstrates end-to-end agent architecture for quantitative trading. Asset managers should review for risk governance patterns: how to audit agent reasoning, set hard limits (max position, trade size), and detect adversarial data or model drift.

Source: arXiv · 2026-05-21

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