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Dialogue with Tang Chunfeng, CEO of Super Engine: Competition in the AI industry is moving from model training to inference implementation, with full-stack solutions accelerating enterprise intelligent applications
3 min read
Source: 36氪
On July 17, the 2026 World Artificial Intelligence Conference opened in Shanghai. As an important content window for 36Kr to go deep into the WAIC scene for the third consecutive year, the "Krpton Future" live broadcast room also opened live dialogues simultaneously on the first day of the conference. Tang Chunfeng, founder and CEO of Super Engine, accepted a special interview with 36 Krypton’s “Krypton Future” at WAIC. Focusing on topics such as the implementation of artificial intelligence inference applications, integrated software and hardware full-stack solutions, and industry application practices, he shared Super Engine’s overall layout from software, hardware to industry deployment, and how to improve AI application efficiency and reduce enterprise implementation costs through technical solutions. The theme of this year's WAIC is "Intelligent Partners, Creating the Future Together". As the artificial intelligence industry enters the application deepening stage, the industry's focus is gradually shifting from model capability competition to application value creation. Compared with the discussions around parameter scale, model performance and technological breakthroughs in the past few years, the AI industry in 2026 is paying more attention to a core issue: how AI can truly enter enterprise business processes, how to lower the application threshold, and how to create value through actual business results. Under this trend, artificial intelligence reasoning applications are becoming an important direction for industrial implementation. For enterprises, AI applications not only require model capabilities as a foundation, but also require efficient and stable software and hardware support to reduce deployment costs and improve operating efficiency. How to transform AI capabilities into industry solutions that can be replicated on a large scale has become the key to promoting the further implementation of artificial intelligence. Super Engine is continuing to explore in this direction. By creating a full-stack solution for artificial intelligence reasoning applications, Super Engine combines software and hardware capabilities to improve the efficiency of industry application implementation. At present, the company has cooperated in many fields such as computing power services, new drug research and development, financial services, and embodied intelligence, and helps customers improve research and development efficiency and reduce application costs through artificial intelligence acceleration platforms. For the AI industry, the key to moving from technological breakthroughs to business implementation is to build application capabilities that can truly serve industry needs. The following is a transcript of the conversation, edited by 36kr: 36kr: Hello, Mr. Tang, welcome to our live broadcast room. This year's WAIC, what is the core content that Super Engine most wants to show?