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Introduction

TradingAgents is a groundbreaking multi-agent trading framework that replicates the collaborative dynamics found in real-world trading firms. Our system leverages the power of Large Language Models (LLMs) to create specialized AI agents that work together to analyze markets and make informed trading decisions.

What is TradingAgents?​

TradingAgents decomposes complex trading tasks into specialized roles, ensuring a robust and scalable approach to market analysis and decision-making. The framework is built on the principle that successful trading requires diverse expertise and collaborative analysis - just like in professional trading firms.

Core Philosophy​

Our framework is based on several key principles:

  • Specialization: Each agent has a specific role and expertise area
  • Collaboration: Agents work together through structured communication
  • Debate and Discussion: Multiple perspectives are considered through agent debates
  • Research-Focused: Designed for academic research and experimentation

Framework Advantages​

Multi-Perspective Analysis​

By employing multiple specialized agents, TradingAgents ensures that trading decisions are informed by:

  • Fundamental analysis
  • Technical indicators
  • Market sentiment
  • News and macroeconomic factors
  • Risk assessment

Dynamic Decision Making​

The framework supports:

  • Real-time market analysis
  • Adaptive strategy adjustment
  • Collaborative risk assessment
  • Structured debate processes

Research Applications​

TradingAgents is designed for:

  • Academic research in financial AI
  • Algorithm trading strategy development
  • Market behavior simulation
  • Multi-agent system research

Important Disclaimer​

⚠️ Research Purpose Only: TradingAgents framework is designed for research purposes. Trading performance may vary based on many factors, including the chosen backbone language models, model temperature, trading periods, the quality of data, and other non-deterministic factors. It is not intended as financial, investment, or trading advice.

Next Steps​