Chapter 3 of 10 · 18 entries
3. Multi-Agent Research and Decision Systems
These systems simulate an analyst team: specialized agents debate, hand off, and reach a decision. Useful for exploring role structure, not as out-of-the-box alpha.
Flagship multi-agent systems
- TradingAgents Multi-agent LLM trading framework with analyst, trader, and risk roles.
- ai-hedge-fund AI hedge fund simulation with specialized investing agents.
- TradingAgents-CN Chinese-enhanced TradingAgents with local market adaptations. CN
- valuecell Community multi-agent platform aimed at financial applications.
- AutoHedge Swarm-style auto-hedge multi-agent system.
- TradingAgents-astock A-share adapted TradingAgents with local data features. CN
- aiagents-stock Multi-AI stock team for analysis, watchlists, and sector rotation alerts. CN
- TradingAgents-AShare A-share multi-agent research desk with debate UI. CN
- lumibot Broker-connected trading agents with backtests across many brokers. simlive
- ai-hedge-fund-crypto Crypto-oriented fork of ai-hedge-fund.
- ALTA Research-only multi-agent trading firm: scouts, reviewers, and a strategy desk with a separate broker boundary. sim
- atlas-gic Self-improving trading agents that evolve their prompts against market feedback (autoresearch-style).
- ai-market-maker Crypto hedge-fund-style agent stack on LangGraph with a hard risk-guard veto before execution.
- easy_investment_Agent_crewai CrewAI + AKShare multi-agent A-share analysis platform. CN
- CryptoTradingAgents Multi-agent LLM decision framework adapted for crypto markets.
- trading-agents-java Spring AI multi-agent research desk with debate, daily position reviews, and vector memory. CN
- AlpacaTradingAgent TradingAgents-style multi-agent framework wired to Alpaca for paper/live orders. simlive
- FinCon Manager-analyst multi-agent system with conceptual verbal reinforcement (NeurIPS 2024). paper
Pitfall Tip
Debate does not equal correctness. Watch for shared context contamination across agents and for consensus that is just the loudest prompt.