This is not a “batch → real-time” success story, and it’s not a blueprint for how to build a risk platform. It’s a practical history of how risk systems actually evolved inside investment banks over the last two decades—driven by constraints, not fashion.

The recurring tension is simple: different consumers needed different answers at different...