The Department of Defense, through the Air Force District of Washington (AFDW), is seeking proposals for the Small Business Innovation Research (SBIR) project titled "Securing Legacies: Developing an AI-Enhanced Privacy Architecture for Military Family Knowledge Systems." The objective of this initiative is to create a privacy-preserving architecture that securely collects and correlates personal data from various sources, ensuring access is granted strictly on a need-to-know basis while addressing critical privacy concerns related to personally identifiable information (PII) and sensitive health data. This project is vital for supporting military families by establishing a dynamic knowledge base that integrates data from the Department of Defense, Veterans Affairs, and other agencies, ultimately enhancing the sense of belonging and purpose for service members and veterans. Interested parties should note that the application due date is November 6, 2024, and further details can be found at the solicitation agency's website: https://www.dodsbirsttr.mil/topics-app/.