Let's locate ourselves: the idea that gating networks and basic methods directly oppose each other is an oversimplification in certain contexts. Here, in the German market, the focus is on due diligence and transparency. A gating network should validate and refine the predictions of basic methods, rather than contradicting them, given the strict regulatory requirements of BaFin. For example, an LLM could identify signals of innovation, and the gating network would provide a crucial auditability layer for compliance and investor confidence. It is the complementarity that is valued, not the contradiction.