During December 2024, up202106996 developed a user feedback mechanism for generated user stories in the FEUP-MEIC-DS-2024-25/ai4sd repository. The feature introduced like and dislike UI controls, allowing users to submit feedback that directly informs future story generation, thereby creating a data-driven quality improvement loop. up202106996 implemented the frontend using React, CSS, and JavaScript, ensuring a seamless user experience and robust submission logic. The work focused on clean version-control practices and delivered a self-contained feature with minimal risk to repository stability. No major bugs were reported, reflecting careful engineering and attention to maintainability throughout the development process.