finance， maintaining its effectiveness over time. 2. Contribution of the DIKWP-Based White-Box Approach 2.1. Enhanced Transparency and Interpretability Intermediary Layer : DIKWP acts as a bridge between the black-box neural network and the end-user， knowledge structuring。

making the purpose behind decisions transparent. Intent Mapping : Links user intentions and organizational goals directly to system outputs， its Potential Applications ， autonomous systems， accountability， functions as a semantic firewall by: