Making sense of AI — by thinking, building, and testing.

Everyone has an opinion about AI. I'm more interested in what survives contact with reality.

I'm Ashley. I write about AI economics, workforce transformation, and the changing relationship between technology and organizations — and build small products to test ideas and learn from practice. This site is my public notebook.

Ex-ByteDance & Mercedes-Benz HRBP
Studying Economics at NTU Singapore
HR Business Partner experience across Product, Engineering, Leadership & Business Operations
AI Transformation Navigator
Ask about your AI career shift — I'll guide you & point to the notes

Not a general chatbot — a guide grounded in my notes on AI & the future of work, always linking back to the piece.

Ashley
Today's AI Pulse · 4 questions

AI Myth Detector

Can you tell AI fact from AI hype? Four quick calls.

Question 1 of 4

"So far, 60% of companies have made no material money from AI."

Ashley
Who's writing

No AI hype — just what's real, written down as I go.

I spent years as an HRBP at a Fortune 500 company (Mercedes-Benz Greater China) and a tech unicorn (ByteDance).

Now I'm studying Economics at NTU Singapore, exploring AI, Southeast Asia's digital economy, and how AI is reshaping work, organizations, and industries.

Using AI, I enjoy turning ideas into real products — not for the sake of building products, but to solve real problems, test assumptions, and learn from practice.

Ex-ByteDanceEx-Mercedes-BenzHRBPNTU Economics
AI for Good

AI words, demystified — in plain language.

Short videos that explain the AI vocabulary everyone's using but few can define. No jargon, no hype.

4 min
What is an "AI agent", really?
Coming soon
3 min
"Frontier Professional" — in plain words
Coming soon
5 min
AI Native vs. just using AI
Coming soon

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