Thinking

Notes on AI, product, and growth.

This page can start as a light archive for your essays, notes, and product reflections.

In the AI era, PMs win by understanding users, value, and boundaries.

A framework from Prof. Rubingsheng Ru: four stages for AI-native PMs, moving from tools to capability, systems, and value judgment.