The Department of Defense, specifically the Army, is seeking proposals for the Small Business Innovation Research (SBIR) program focused on generating and labeling synthetic Radio Frequency (RF) data to enhance automated detection and characterization of Signals of Interest (SoI). The objective is to develop innovative methods that will support the training of AI and machine learning models, addressing the challenges posed by the increasing volume and diversity of RF signals in operational environments. This initiative is crucial for improving situational awareness and decision-making capabilities in both strategic and tactical military operations. Proposals are invited for Direct to Phase II (DP2) submissions with a funding amount of up to $2,000,000 for an 18-month performance period, with applications due by October 29, 2024. For more details, interested parties can visit the solicitation link at https://www.dodsbirsttr.mil/topics-app/.