TradingAgents at 116,096 Stars: the Paper Says It Eliminated Look-Ahead Bias, the Changelog Lists Nine Corrections Since

Tue, 27 Oct 2026 00:00:00 +0000

116,096 stars. 866 watchers.

That ratio — 0.75% — is the first thing worth knowing about Tauric Research’s TradingAgents, a multi-agent LLM framework that assigns fundamental, sentiment, news and technical analysts to a stock, lets a bull and a bear debate them, then hands the result to a trader, a three-way risk committee and a portfolio manager. The second thing worth knowing is that the paper behind it, arXiv:2412.20138v7, reports a 26.62% cumulative return and a Sharpe ratio of 8.21 on Apple over 88 days, and states in its experimental setup:

Agents make decisions based solely on data available up to each trading day, ensuring no future data is used (eliminating look-ahead bias).

Sharpe Ratio on SoloSoft

TradingAgents at 116,096 Stars: the Paper Says It Eliminated Look-Ahead Bias, the Changelog Lists Nine Corrections Since