Misuse of AI for Enhanced Emergy Analysis to Amplify C BRN Threats The intersection of Artificial Intelligence and Emergy Analysis introduces unprecedented challenges and opportunities in understanding and potentially exacerbating C BRN threats. Each stage of the process introduces critical considerations for national security, global stability, and public safety. Participants : Magno Maciel, Claudya Piazera , Ricardo Megger , Andreia Nunes, Brenda Ferreira , Lucas Sinclair, Leo Pacher , Tobias Maag , Marcela Bortone , Marcos Kasper, Daniel Braz, Rafael , Rodrigo Cabral ,Camila Feiler , Renan , Celso Alexandre, Felipe Rosa, Junior Braz, Luís Macedo, Michele Sub Group 3 CBRN THREATS Stage 1: Collection and Emergy Data Analysis Action The AI collates data on the total energy (direct and indirect) required to produce different materials and substances. Objective To identify the raw materials and processes with the lowest emergy cost for C BRN weapon production. Stage 2: Efficient Resource Identification Action The AI analyzes emergy data to identify the most energetically efficient raw materials and processes. Objective To locate sources of materials (e.g., uranium, biological toxins, chemical agents) that require minimal energy for extraction an d processing. Stage 3: Production Process Optimization Action Utilization of AI to develop more efficient production methods, including automation and genetic engineering for biological a gen ts. Objective To reduce costs and enhance efficiency in CBRN weapon production. Stage 4: Development of Efficient Dispersion Methods Details of Dispersion Modeling - The AI models the dispersion of C BRN agents in various environments, considering factors such as climate, geology, transport routes and population density. • Maximizing the impact and reach of a C BRN attack Stage 5: Attack Scenario Simulation Action The AI conducts simulations to forecast the effects of different CBRN attack methods. Objective To identify the most effective and impactful attack strategies. Associated Risks Acessibility The optimization of resources may lead to cheaper and more accessible CBRN weapon production. Efficiency Increased efficiency in the production and dispersion of CBRN weapons. Associated Risks Contd. Proliferation Heightened risk of CBRN weapon proliferation to non - state groups or nation - states. Impact Potential for more lethal and far - reaching attacks, with devastating consequences for human health, the environment, and global stability. Stage Type of Professional Function 1. Data Collection and Emergy Analysis Data Scientists / AI Analysts Collect and analyze large volumes of energy data to identify emergy costs. 2. Identification of Efficient Resources Energy Engineers / Sustainability Experts Analyze the energy efficiency of raw materials and processes. 3. Production Process Optimization Production Engineers / Automation Specialists Develop and implement more efficient production methods. 4. Development of Efficient Dispersal Methods Environmental Modelers / Meteorologists Model the dispersion of agents in various environments. 5. Attack Scenario Simulation Security Analysts / Simulation Experts Conduct attack simulations and assess effectiveness and impact. Group of Professionals