Wmax An in-depth analysis of confirmation bias in behavioral finance, revealing how traders fall into information closed loops. By introducing dual-perspective market summaries and reverse decision-making processes, Wmax helps investors break through cognitive cocoons, proactively search for falsifying evidence and establish an open mind, thereby achieving more objective and rational decisions in complex CFD transactions.