This article delves into the rise of the intersection between artificial intelligence (AI) and cryptocurrency, focusing on the rapid development of AI agents and their profound impact on the crypto market. It analyzes the origins, development, and classification of AI agents, and explores in detail the fusion of AI agents with Memecoin culture, as well as how this fusion has accelerated the rapid expansion of the AI agent field.