Psychological scale development is being revolutionized by the introduction of AIGENIE, an R package that leverages large language models and network psychometric methods to automate the process. This framework, known as AI-GENIE, enables the automatic generation of items and their evaluation, significantly reducing the need for extensive expert involvement and pilot testing. By integrating text generation capabilities with network psychometric methods, AIGENIE streamlines the development of psychological scales, making it more efficient and cost-effective. The implications of this technology extend beyond the field of psychology, as AI-driven advancements continue to reshape policy, security, and workforce dynamics1. As AI-generated content becomes more prevalent, it is essential for practitioners to understand the potential applications and limitations of such technology. The release of AIGENIE marks a significant milestone in the development of AI-driven scale development, and its impact will likely be felt across various disciplines.