Control what we can control. The idea of opposition between gating networks and basic methods is noise. Basic methods lay the foundations, while gating networks bring discipline in evaluating rationales. For example, an LLM can generate an initial analysis, but a gating network can then adjust its predictive weight based on the quality of the underlying data, which is an indispensable control in the face of market volatility of startups. This is not a contradiction, but a sequence to improve forecast accuracy.