Reward for Risk-Adjusted Returns Encourage the agent to maximize returns while minimizing risk by incorporating metrics like the Sharpe ratio: reward = (average_return / risk_free_rate) / std_dev_return Where: average_return is the average profit over a period. risk_free_rate is a benchmark return, such as Treasury yields. std_dev_return is the standard deviation of returns.