Real risk control should be written before opening a position. Many people understand risk control as "what to do after losing." But in a more professional trading process, risk control should occur before opening a position. Before opening a position, you should at least know: Where is this trade wrong? What is the maximum loss? Is the stop loss reasonable? Is the risk-reward ratio worth it? If you fail consecutively, should you pause? Without these boundaries, trading becomes an on-the-spot emotional reaction. If AI trading tools are to have long-term value, they should not only emphasize opening positions but also emphasize risk control and recording. The drawdown control, automatic circuit breaker, take-profit and stop-loss execution, and reasoning records mentioned in AIX materials, I think, are more worthy of attention than simply "AI opening orders." Because in the end, trading is not about being right on every trade, but about whether you can control losses when you are wrong.