Julie discusses the integration of partial policies as constraints during the training phase, enhancing the model's ability to adapt to new environments. This approach resembles feature engineering, where subject matter experts map raw data to their mental models, allowing for a more nuanced understanding of system behavior. The conversation highlights the potential for online adaptation as an exciting research direction.