The document discusses the hype surrounding conversational UI and its integration into smart speakers, citing a projected growth in installations over the next two years. It highlights notable failures, such as Microsoft's Tay, and emphasizes the need for AI design that provides structured data and clear choices for users. The author, Alex Poon, shares insights from the AI Tech Summit 2018.