Huang Ning
Head of Product R&D at SiliconHeart Technology (aiXcoder)
Huang Ning is currently the Head of Product R&D at SiliconHeart Technology (aiXcoder), leading the end-to-end design and development of the aiXcoder intelligent software development system. He graduated from the School of Mathematical Sciences at Peking University and previously led the compiler development of the data-driven programming language “ByLang.” Since then, he has been deeply engaged in the field of “AI + Software Development,” leading teams to develop a variety of general-purpose software engineering agents, including intelligent programming and intelligent testing. He is dedicated to exploring the future of programming languages, program design, and software engineering in the AI era.
Topic
Make Every Unit of Computing Power Count — aiXapply and the New Paradigm of Enterprise-Grade High-Efficiency R&D
Taking Apply as the entry point, this paper analyzes the training methodology and application scenarios of aiXapply-4B, a code change application model. It introduces how to maximize the value of enterprise computing power and effectively lower the barrier for AI adoption in enterprise R&D through the "large model + small model" collaboration in real R&D scenarios. Outline Starting from Real R&D Challenges: Why We Developed aiXapply-4B Training Methodology and Performance of aiXapply-4B Scenario-Oriented Model Design and Hierarchical Computing Power Utilization Under the "Large Model + Small Model" Collaborative Architecture Enterprise Application Practices and Effects