Watercolor illustration: three speech bubbles from one source, each with a different shape, symbolizing different answers to the same question

Practice Challenge: Ask AI the Same Question 3 Times

Today’s Challenge Open whatever AI you normally use — ChatGPT, Claude, DeepSeek, anything. Pick an open-ended question. Ask it 3 times. The question is up to you. Some examples: “How do I build a reading habit?” “Python tips for a complete beginner” “How can I run better meetings?” You can rephrase it each time or paste the exact same wording. The key rule: start a fresh conversation each time. Don’t follow up inside the same thread. Three new chats. ...

2026-05-12 · 2 min · Alex Wang
Watercolor illustration: a person at a cozy desk, holding a glowing translucent orb representing the essence of understanding LLMs

AI Path L0→L1 Upgrade Guide (1): Understanding Your Tools

📖 This is Part 1 of 5 in the “AI Path L0→L1 Upgrade Guide” series. Series navigation will be updated once all parts are published. Introduction: Sound Familiar? I’ve watched a lot of friends use AI tools, and I keep noticing the same pattern. They’re not strangers to ChatGPT or Claude—they use them casually from time to time—but their experience is wildly inconsistent. Sometimes the AI delivers a jaw-dropping answer; other times it completely misses the point, producing something unusable. ...

2026-05-11 · 5 min · Alex Wang
AI Toolchain Evolution Path panorama — five levels from First Contact to AI Native

The AI Path: From First Contact to AI Native

TL;DR: How does a person grow with AI? This post maps the journey from “opening a chat box for the first time” to “thinking in AI-native ways” across five stages—First Contact, Power User, Engineer, Architect, and Native. The essence of each stage isn’t learning more tools, but a shift in mindset: from passively accepting outputs, to actively designing inputs, to orchestrating multi-agent collaboration, and ultimately reshaping your own cognitive framework. The interactive path map at the end lets you explore each stage in full detail. ...

2026-05-10 · 5 min · Alex Wang