Hi Paul, thanks for chiming in. While risk management is included in the model framework, and we are using RAG (since before RAG was even a term, to eliminate hallucinations), the position sizing is relative to the users balance and their objectives (we dont give investment advice). We are testing different tools for risk management and position sizing, in terms of parameters that the user can configure, but the key value prop from this paper is using MCP for separating the probabilistic plane (parsing user intent with llms) from the deterministic plane (securely executing orders and managing positions etc..).