Developed and delivered the Dynamic Form Suggestions feature for the adobe/spacecat-audit-worker repository, enabling forms to adapt dynamically based on generated guidances. This work introduced logic to seamlessly replace existing form variations with new suggestions and ensured robust handling of empty suggestion lists, improving both user experience and data quality. The implementation leveraged JavaScript and TypeScript for backend development, utilizing dynamic data structures and comprehensive edge-case management. Throughout the process, disciplined release practices were followed, including clear commit messages, issue linkage, and collaborative co-authored commits. No major bugs were addressed during this period, with the focus remaining on feature delivery and testing.