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• Agentic AI — autonomous, tool-using systems and their reliability.
• World Models — learned environment dynamics for perception and planning.
• AI Assurance — trustworthy, robust AI under adversarial and distribution stress (adversarial ML, robustness to natural variation, uncertainty quantification, out-of-distribution generalization, and self-supervised learning).