Wmax Reveals the harm of hindsight bias to transaction review, and points out how the psychological trap of "I knew it a long time ago" leads to the solidification of decisions. Through pre-decision logs and probabilistic thinking models, Wmax helps traders restore real decision-making scenarios, break cognitive biases, and achieve strategy optimization and continuous evolution based on objective facts.