Orchestration Framework for Financial Agents: From Algorithmic Trading to Agentic Trading

arXiv — cs.LGWednesday, December 3, 2025 at 5:00:00 AM
  • A new orchestration framework for financial agents has been proposed, aiming to democratize financial intelligence by mapping traditional algorithmic trading components to AI agents. This framework includes various agents such as planners, orchestrators, and execution agents, and has demonstrated promising results in stock and BTC trading tasks, outperforming the S&P 500 index.
  • This development is significant as it allows broader access to sophisticated trading strategies, potentially leveling the playing field for individual investors and smaller firms against institutional players in the financial market.
  • The integration of AI agents into trading systems reflects a growing trend towards automation and enhanced decision-making in finance, paralleling advancements in related fields such as reinforcement learning and data management, which are also exploring the capabilities of AI to improve efficiency and effectiveness.
— via World Pulse Now AI Editorial System

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