This Recommendation is intended to provide a framework of requirements and evaluation methods for AI agents based on pre-trained large models. It attempts to help enterprises and users understand the AI agent technology and help them build and implement products and applications faster and more accurately. Furthermore, this Recommendation is intended to promote the healthy development of the industry.