What this case covers
An AI PhD student used Shengcai MCP to complete project research, distilled SOPs and converted them into development documents, then used multiple Agents and Codex to complete website development.
Questions it answers
- How do you use MCP to filter project directions?
- How are premium posts distilled into SOPs?
- How are SOPs converted into development documents?
- Why do multiple Agents go out of control?
- How do you control model and rework costs?
Our observations
- Information retrieval, business abstraction, and software development are three different tasks.
- A shared development document is more important than increasing the number of Agents.
- Causing rework to save model quota is often not worth the loss.
From the author
What is truly scarce is whether you can find a direction worth pursuing from a large amount of information.