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AI Agents vs Agentic AI vs Agentic RAG: Demystifying the Next Frontier for Data Scientists

Artificial Intelligence has transformed from a theoretical construct into a practical powerhouse driving real-world applications across sectors. At the forefront of this revolution lies a new taxonomy of intelligent systems: AI Agents, Agentic AI, and the emergent concept of Agentic Retrieval-Augmented Generation (Agentic RAG). For data scientists—tasked with building intelligent systems, driving innovation, and ensuring scalable impact—it is crucial to differentiate and understand these evolving paradigms.