Against the backdrop of the AI boom, this work hopes to share the innovative achievements in the field of AI chips to the academia and industry actors worldwide, and calls for joint efforts to facilitate a rapid growth of the AI chip industry in part. Also, it hopes to provide a nuanced comprehension about the status, opportunities, and needs of AI chip industry. At the same time, it shares the prospect of AI chip development and points out that the AI technology is still at a nascent stage, a wide range of challenges are expected to arise in both technical and commercial spheres. It is necessary to refrain from impetuousness and short-term opportunist behaviors at a time when the industry is booming rapidly. To forge a steady, sustainable development of AI chip industry, it is necessary to be explorative and confident while remaining a calm and realistic attitude.