Explore the limitations of Large Language Models (LLMs) and Transformer architectures, from hallucinations and function composition challenges to ethical concerns and computational demands. Learn about cutting-edge solutions like Feedback Transformers and GPT-plugins, and discover how AI is shaping industries like medicine, finance, and engineering. Tailored for Enterprise Architects, this deep dive balances technical insights with real-world business impact.