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environmental management. A conceptual pathway will outline how robotics can optimize N-bS deployment; the scale of opportunity will also be quantified nationally and globally in economic terms, building
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and optimization but lack frameworks to continuously verify AI safety in operational contexts. This project aims to develop a dynamic validation framework for AI systems using high-fidelity digital
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