Things I keep coming back to
Learning path, tools, methods and beliefs — all things I actually use.
Learning path
The numbers are the order I actually learned them in- 01
Anthropic SDK
Start by calling the model directly and get the basics straight: messages, tool calls.
- 02
MCP
Connect the model to real tools and data.
- 03
RAG
Make answers traceable: retrieval, citation, evaluation.
- 04
Agent design
Combine the first three into flows that finish a task on their own.
Tools
Claude
A daily thinking partner: breaking down problems, writing docs, pressure-testing plans.
Claude Code
Turns ideas straight into things that run — my main tool for vibe coding.
Xiaohongshu
Where I record routines for taste, wellness and skincare, and share them.
Methods
Three validity questions
Real pain / effective intervention / user adoption — only worth doing when all three hold.
Shadow first, then design
Sit next to the people who use it and watch the real workflow before drawing a solution.
Standards, not only efficiency
Define what “done right” means before talking about doing it fast.
Beliefs
- 生活也是一个系统
Life is a system, too.
Skincare, wellness, taste — each can be broken down, turned into a routine and iterated like a product.
- 做出来再分享
Build first, share after.
Have something that works first, then talk about method. I share what I've actually done.









