LLMs to Agentic AI Workshop: Mastering the Shift from Text Generation to Autonomous Systems

The "LLMs to Agentic AI" Workshop is a technical learning program organized by the IEEE Women in Engineering (WIE) Nepal Section to introduce participants to the transition from conventional Large Language Model (LLM)-based text generation toward autonomous and agentic AI systems. The workshop focuses on practical and emerging concepts in Artificial Intelligence, including Prompting Engineering, Harness Engineering, and Building Agentic Systems. It aims to provide participants with an understanding of how modern AI systems can move beyond generating responses to performing structured tasks, using tools, following workflows, and supporting autonomous decision-making. The workshop is designed as an interactive learning session combining conceptual discussions, demonstrations, practical examples, and participant engagement. Objectives: Introduce participants to the evolution of Large Language Models (LLMs) and their transition toward autonomous AI systems. Develop an understanding of Prompting Engineering and effective interaction with modern AI models. Introduce the concept of Harness Engineering and the role of structured environments, tools, workflows, and controls in AI applications. Explain the fundamental concepts and architecture of Agentic AI systems. Demonstrate how LLMs can be integrated with tools and workflows to perform tasks beyond simple text generation. Help participants understand the practical applications and potential of autonomous AI systems. Encourage participants, particularly aspiring engineers and technology enthusiasts, to explore emerging AI technologies and develop practical skills in the field.