This bill, titled the Advancing Automation Research and Development in Agriculture Act, amends the Agricultural Research, Extension, and Education Reform Act of 1998. Its primary purpose is to establish a new Specialty Crop Mechanization and Automation Research and Development Program . This program aims to significantly increase the competitiveness of specialty crops in the United States by fostering the advancement and acceleration of mechanization and automation technologies. The Secretary of Agriculture will award competitive grants to eligible entities to achieve these goals. Grants under this program will support the creation and improvement of cost-effective mechanization and automation solutions designed to reduce manual labor requirements , enhance farmworker safety and health , and boost efficiency across various stages of specialty crop production, including harvesting and processing. Priority will be given to projects that include training or retraining of farmworkers to operate and maintain these new technologies, as well as those with clear mechanisms to communicate results to producers. The bill also reauthorizes the broader specialty crop research initiative through fiscal year 2031 and reserves at least $30,000,000 annually for the new mechanization and automation program.