Akshay Hiwale focused on improving the scoring integrity of graph-based assessments in the pie-framework/pie-elements repository. He addressed a bug where incomplete graph objects created by students could inadvertently affect final scores. Using his front end development expertise and JavaScript skills, Akshay implemented a targeted filter that excludes these incomplete objects from the scoring process. This change ensures that only fully completed student responses are evaluated, thereby enhancing the accuracy and reliability of assessment outcomes. The solution reduced the need for manual review and increased user trust in automated scoring, reflecting a thoughtful approach to quality and correctness in educational technology.