Growth starts with understanding what people want to do.

I work on user growth, product growth and early-stage AI products. This is where I share project reflections, practical experiments and what I am learning.

Start with a real problem. Follow the evidence. Make the next experiment useful.

Explore the notes ↓

Practice behind the notes.

My work spans content-led acquisition, overseas growth and product usage. The full project archive and live tools are currently in Chinese.