The financial sector is entering a new era of intelligence and automation. Agentic AI presents a powerful paradigm for building goal-oriented systems capable of reasoning and decision-making. This session offers a deep dive into the distinction between agentic AI and AI agents, deconstructing core components such as memory, planning, orchestration, and tool integration. Attendees will explore open-source frameworks (e.g., CrewAI, LangGraph) through the lens of a GenAI-powered financial agent with code walkthrough, showcasing how such systems can meet enterprise-grade standards.