ValCtrl focuses on creating a world-model institution for Prediction Finance, developing a protected probabilistic state. Their first product, Kassandre, serves as a proof of concept for typed-belief grounding, aiming to build a future decision-risk infrastructure. The company transforms markets, forecasts, documents, and source evidence into a structured probabilistic state.