Attention is a bottleneck; claiming a logical opposition between gating networks and basic methods for venture capital prediction oversimplifies a question of finite resources.
Gating networks are a sophistication, not an antithesis, and each added complexity exhausts limited time and capital reserves.
In Singapore, where the MAS imposes strict requirements, any new method must clearly justify its return on investment.
For example, an expensive gating system that only provides marginal improvement over existing models diverts valuable resources from compliance.
We must ration our efforts towards what demonstrates a tangible and measurable advantage within the regulatory framework.