Benny conducted a focused regression audit for the Kelly criterion implementation in the valory-xyz/trader repository, addressing risks introduced by moving profitability and side selection logic into the strategy layer. Using Python and leveraging backend development and regression testing skills, Benny identified potential split-authority issues between strategy vote and prediction_response.vote, documenting these risks and outlining targeted regression tests to validate decision flows. The audit provided clear governance recommendations for risk-aware deployment of the Kelly-based strategy and established a foundation for future test automation. Benny’s work demonstrated depth in software architecture, emphasizing risk mitigation and robust testing for high-stakes trading components.