Where is the most profitable expression of this dialectical relationship? Asserting a simple complementarity between gating networks and basic methods is a far too modest expectation. The real advantage lies in the gating network's ability to amplify signals from basic methods aggressively, not just validate, to achieve maximum yield. It should serve as a force multiplier, identifying and weighting the most powerful signals to maximize the success probability of venture capital investments. For example, if an LLM model identifies signals of innovation, the gating network should filter them to isolate those with the greatest return asymmetry, such as a small bet on a breakthrough technology with exponential growth potential, rather than simply providing a layer of auditability. We do not settle for adequacy; we aim for the peak.