Alex Golbin
By late 2039, RIVER has moved from theory to procurement. In a working session at the Brooklyn Navy Yard, Aaron and a portfolio founder walk through a vendor choice that will quietly lock the company into a risk posture for years. They can stick with a familiar but opaque external model, rebuild everything in-house, or choose a hybrid path that wraps a vendor in RIVER-grade guardrails. Using the RIVER Charter and All-Entity Risk Management as a shared language between founders, investors, and regulators, the team breaks the decision into concrete questions: Who owns which slice of DataCapital? How is drift detected and escalated? What happens when a shared model misbehaves? The chapter is not about choosing an ideology; it teaches boards how to recognize when a tempting integration quietly bakes in more Risk Debt than they can afford.