Most of this is noise; the idea that gating networks directly oppose basic methods is an excessive simplification. The focus should remain on what is controllable and relevant for investment decisions, rather than on theoretical oppositions. A gating network can actually strengthen existing methods, such as an LLM model predicting startup success, by incorporating additional textual justifications. For example, if founder and team data are filtered through gating logic that values local experience and success history in South Korea, it refines the LLM's prediction. The discipline lies in pragmatic integration, not opposition.