网易云音乐前 CTO 曹偲：代码越来越不重要，好的架构才是软件工程核心

Core Viewpoint - Toco AI aims to integrate certainty and engineering into AI coding, emphasizing that writing good, maintainable code is what brings social value, rather than just writing code itself [2][11][28]. Group 1: AI Architect and Software Engineering - Toco AI introduces an AI architect to address software architecture and maintainability challenges, moving beyond traditional coding capabilities [3][12]. - The company believes that architecture determines the upper and lower limits of software development, and thus emphasizes the need for a structured approach to software engineering [6][10]. - Toco AI's product is designed to embed best practices and modeling methodologies into AI coding, ensuring that software development is both rigorous and efficient [11][12]. Group 2: Market Position and Differentiation - Toco AI differentiates itself from competitors like Cursor and Claude Code by focusing on end-to-end software engineering solutions that incorporate standardized modeling practices [18][19]. - The company targets small to medium-sized businesses (SMBs) that may lack the resources for a dedicated architect, providing them with tools to build robust software architectures [16][17]. - Toco AI aims to become a standard in AI coding, similar to how Spring and Kubernetes have established themselves in their respective fields [22][61]. Group 3: Future of Software Development - The company anticipates that as AI coding evolves, the focus will shift from merely writing code to understanding and designing software architecture, which is crucial for long-term sustainability [28][30]. - Toco AI believes that the complexity of software will continue to grow, necessitating a strong architectural foundation regardless of the software's size [23][24]. - The integration of AI in coding is seen as a paradigm shift, where the emphasis will be on business logic and architecture rather than the specifics of coding languages [30][31]. Group 4: Challenges and Opportunities - Toco AI acknowledges that while AI can assist in coding, the ultimate decision-making and understanding of business needs will always rest with humans [32][33]. - The company is aware of the potential for job displacement due to AI advancements but believes that this will lead to a shift in focus towards higher-level problem-solving and architecture [37][51]. - Toco AI is committed to fostering a collaborative market environment, encouraging other companies to participate in the development of AI coding solutions [49][50].