Most trading libraries begin innocently. Someone wants an EMA. Then RSI. Then ATR. Then Bollinger Bands, pivots, candlestick patterns, rolling quantiles, regime flags, entry rules, exit rules, position sizing, stop-loss templates, and one mysterious helper called generate_alpha_final_v7() that nobody dares delete because it once worked during a bull market. This is how indicator libraries become strategy junk drawers. ...
TL;DR for operators TradingGroup is best read as an operating design for financial agents, not as a permission slip to hand the treasury account to a chatbot with a brokerage API. The paper proposes a five-agent trading system that combines news sentiment, financial-report retrieval, technical forecasting, trading-style selection, and final trade decisions. Around that agent team, it adds two mechanisms that matter more than the agent labels themselves: self-reflection from logged outcomes, and dynamic risk management through stop-loss, take-profit, and position-sizing rules.1 ...