Most people fail in trading not because they lack a strategy, but because the strategy is not executed. Many traders actually have a plan before opening a position. For example: breaking through this level and then entering, breaking below a certain level to stop loss, confirming with volume, then adding positions, avoiding frequent trades in a choppy range. But once they enter the market, the plan is quickly disrupted by emotions. Fear of missing out when prices rise, wanting to hold when prices fall. Chasing after others’ profits, panicking during pullbacks after entering. So I’ve always believed that a trading system should be divided into at least four layers: 1. Market recognition 2. Strategy judgment 3. Risk control boundaries 4. Execution discipline. Many people only focus on the first two layers, neglecting the latter two. That’s also why I pay attention to AI intelligent tools like AIX. Its value should not be understood as “AI helping you predict,” but rather integrating indicators, reasoning, take-profit and stop-loss, and execution into the same process. The most difficult part of consistent long-term trading is not predicting the direction once, but following the rules every time.