Zhang Jiayuan

Zhang Jiayuan is the founder of MultiCard and a roundtable guest in 对话 MiniMax 闫俊杰：M3、10X 计划、10T 模型、和智能的终局. He discusses model orchestration, AI coding cost, the commoditization of code generation, and the importance of product and engineering taste when many people can now build quickly.

Key Views

• Not every workflow needs the strongest model; models can be assigned different coding, review, and mentoring roles.
• MiniMax M3 can be useful as a coding model, but its output still needs review and judgment.
• AI coding is becoming commodity-like, so deciding what not to do becomes more important.
• Product managers have long practiced a version of vibe coding through programmers, but AI changes the speed and accessibility of that loop.
• Core maintainers must define roadmap, taste, context, and boundaries for external contributors.
• He accepts that AI may eventually exceed humans in many capabilities, but warns against outsourcing the most important thinking to AI.

Connections

• MultiCard — company context.
• AI Coding Verification — why fast code generation still needs review and maintainability.
• Human Judgment Under AI — keeping critical judgment with the human operator.
• Agentic Workflow — model orchestration and pipeline context.