The Second International Symposium on Large Language Models (LLMs), Agentic Artificial Intelligence, and Ethical Innovation brings together international researchers, academicians, industry experts, and policymakers to discuss emerging trends in intelligent systems. The symposium focuses on the development, deployment, and governance of LLM-driven and agentic AI systems, with a strong emphasis on ethical, trustworthy, and responsible AI practices.