TradingAgents, an open-source multi-agent trading framework from Tauric Research, is approaching 100,000 GitHub stars despite never being shown to make money outside a three-month backtest on AAPL, GO…
A developer built an autonomous, vision-capable crypto trading bot using Python 3.13 after studying 77 academic papers. The bot uses Google Gemini 3.6 Flash for visual chart analysis, a custom JIT-com…
A developer found that the most-starred LLM trading paper TradingAgents (arXiv:2412.20138) reported a 5.23% loss for AAPL buy-and-hold, but actual dividend-adjusted data shows a 9.12% gain. The develo…
A developer built VerumTrade, an open-source multi-agent AI committee for stock analysis that produces an auditable trail from raw evidence to a final trade thesis. The system forces bull and bear ana…
TradingAgents, an open-source multi-agent LLM trading framework with 82,356 GitHub stars and 15,978 forks, includes a `SqliteSaver` checkpointer that writes a separate SQLite database per ticker to sa…
Vishal VeeraReddy demonstrated how TradingAgents, an open-source project with 82,000 stars on GitHub, could reduce large language model costs by up to 70% through the implementation of a gateway layer…