Pushing for the peak: the idea of a direct opposition between gating networks and basic prediction methods in venture capital is a false dichotomy that masks the potential for increased synergy.
A gating network is not a substitute, but an optimization mechanism designed to amplify the relevance of existing signals, not to contradict them.
To achieve maximum performance, we need to seek the full expression of value by integrating these systems, such as when an LLM model uses textual justifications to refine the ranking of startups identified through financial analysis.
The goal is to maximize return by refining signal quality, not to debate a sterile conceptual opposition.