Governance And IP Response

The framework may trigger a governance response because combining training stages can obscure where copyrighted data, human feedback, synthetic data, and reward models enter the system. Regulators and rights holders could demand new audit trails, slowing deployment but creating compliance demand.

Each figure is the modeled move of the S&P 500 if the outcome occurs. For information only. Not investment advice.