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.
Not a general chatbot — a guide grounded in my notes on AI & the future of work, always linking back to the piece.
AI Workflow Score
Score how much of your work AI actually runs.
How many of your recurring tasks have an AI step?
Explore by topic
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.
AI words, demystified — in plain language.
Short videos that explain the AI vocabulary everyone's using but few can define. No jargon, no hype.