Center for Accelerating Operational Efficiency (CAOE)转发了
We flew too close to the sun... Ronald McInnes, Jonathan Amdahl, Dario D'Addamio, and I just wrapped up DASSH 2025: Security in an AI World, another Devils Invent competition. Unfortunately, our first-place streak has ended, but I'm still proud to share that we secured a fourth place prize. This competition was a learning experience, particularly in technical communication and presentation delivery. From the jump, we aimed to surpass our past hackathon solutions and be more comprehensive than ever. In that regard, I'm proud to say we did succeed—though to a fault. Ultimately, we were unable to explain each facet of our solution in a digestible manner in the allotted 5 minutes. Nevertheless, I am still extremely proud of our solution and the work our team put in, and I truly think this is our best work yet! Our solution, ORCA, is a platform that would enable employees at DHS to make informed decisions efficiently and securely, strengthening national security. For our unique AI solution, we combined two key features: C3AN architecture and a two-layer ontology (a core ontology for DHS as a whole, with domain-specific ontologies for each suborganization). This combination makes any off-the-shelf LLM model supercharged, using a neuro-symbolic, multi-agentic, and structured semantic understanding systems to reduce hallucinations and increase accuracy, while promoting fast scalability and modularity. On the security side, we wanted to find a way for ORCA to do something that AI has never done in government: access information from multiple levels of security clearance all at once. To make this possible, ORCA is built on top of General Dynamics Mission Systems's Trusted Network Environment (TNE) and Trusted Virtual Environment (TVE), United States Department of Defense and Intelligence Community certified multilevel computing solutions that allow users to simultaneously access multiple security levels and operating systems from a single computer. Furthermore, our CI/CD testing of domain-specific applications of ORCA ensures reliability before deployment, using DeepEval for model evaluation and QLORA for fine-tuning and compression. On Saturday morning, we sat down with a Policy Analyst at DHS who told us about the Committee on Foreign Investment in the US struggles to keep up with reviewing all the documentation for cases requiring review. Seeing CFIUS as a perfect application of ORCA, we created a prototype dashboard to see ORCA in action: https://lnkd.in/g9QwA-Ta Congratulations to the winning teams in each prompt, and thank you to Center for Accelerating Operational Efficiency (CAOE), Soft Target Engineering to Neutralize the Threat Reality, and ASU Design Experiences for hosting this event! If you want to see our pitch deck, the project is added to my LinkedIn profile! C3AN: https://lnkd.in/gSyFp9Ff Amit Sheth, Kaushik Roy, et al. QLORA: https://lnkd.in/gvaDsH_b from Cornell University #DASSH #Ontology #DHS #LLM #GenAI #Safety #Security