This course equips engineers with the theoretical foundation and practical skills necessary to design, implement, and deploy Large Language Model (LLM)-based agents that automate and enhance engineering workflows. Focused on real-world applications, this course prepares engineers to integrate LLMs like GPT-4, Claude, Gemini, and LLaMA into domain-specific pipelines for simulation, design, optimization, and documentation.