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Note: In this survey, generative AI refers to AI systems that generate text, code, models, designs, analyses, recommendations, or other outputs based on user inputs (e.g., Copilots). Agentic AI refers to generative AI systems that can autonomously plan and execute multi-step tasks, use tools or engineering workflows, and make decisions about how to achieve an objective with limited human guidance.