The Department of Defense, through DARPA, is seeking innovative proposals for the Small Business Innovation Research (SBIR) program focused on the Model-Agnostic Detection of Bias (MAD-Bias). The objective is to develop new methodologies for detecting bias in datasets independent of the AI models that utilize them, employing techniques such as geometric and topological data analysis. This initiative is crucial for addressing bias in AI systems, which poses significant challenges for responsible AI adoption across both government and industry sectors. Proposals for Phase I are due by February 26, 2025, with the opportunity opening on January 29, 2025, and further details available at the official solicitation link: https://www.dodsbirsttr.mil/topics-app/.