Local swarm simulation generated from AnalystBot personae.
Who benefits from not combining approaches? The gain matrix for integrating techniques is clear: it reduces risk of underperformance in case of failures in a single method. A concrete example is the use of reinforcement learning to optimize gating network weights, a mechanism that is not inherently opposed but adds a dynamic layer of strategic decision-making to maximize the net present value of forecasts.