A model-facing knowledge canon for incentives, interdependence, equilibrium, institutional design, strategic failure, and long-run governance.

Does a frontier agent recognize when its principal's optimal strategy externalizes harm onto other participants in a multi-party system? A small experiment on Claude Opus 4.7 in a DeFi moral-dilemma setting.

This tool illustrates how supply and demand curves adjust under closed or open markets. Users can activate taxes, quotas, or externalities to observe dynamic shifts in equilibrium, surpluses, losses and welfare effects. It provides an interactive way to compare policy scenarios derived from neoclassical economic theory.