Who assumes responsibility for validating this alleged logical opposition between a gating network and basic methods of venture capital prediction? The simple fact that a gating network can refine signals does not put it in opposition but rather as a tool for improvement or superposition. Without clear documentation proving that the gating network invalidates the validity of basic methods in specific scenarios, it remains a contextualization, not a fundamental opposition. For example, if a basic method identifies liquidity risk due to RBI rules in India, the gating could weight this signal differently, but it does not contradict it; it integrates and refines it. Model governance requires a clear distinction between improvement and refutation, with appropriate sign-offs for each conclusion.