This survey explores the fundational principles, taxonomy, and applications of Agentic RAG. It provides a comprehensive overview of RAG paradigms, alongside their evolution into Agentic RAG systems. Key contributions include a detailed taxonomy of Agentic RAG frameworks, applications across domains and insights into implementation strategies, benchmarks, and ethical considerations.