about
Hi, I'm Ann đź‘‹
Builder based in Kuala Lumpur. I use AI agents every day to ship real work.
I'm a builder based in Malaysia. I use AI agents every day to ship real work: automation scripts, websites, client reports, proposals, training materials.
This site is my lab notebook. Not a portfolio. Not a course. Just honest documentation of what happens when you commit to building with AI agents daily and pay attention to what you discover.
By day, I run Groove Consulting. AI training and implementation for businesses. I also build automation systems for agencies, things like Google Ads scripts that cut wasted spend and generate reports automatically.
The thesis I'm testing: “What can one person + AI agents actually ship in a month?”
What I'm building
Ship30
30 days of daily shipping. Real commits, real repos, honest documentation.
Ad Spend Autopilot
37 Python scripts that find wasted Google Ads spend and kill it. RM 38k/year saved and counting.
AI Commerce Ops
Two AI agents running a client’s RM 400k/month TikTok ad operation. Product analysis, ad optimization, operator workspaces.
Harness Engineering for Clients
Deploying OpenAI’s harness engineering framework into real businesses. Context, constraints, and maintenance.
The experiment
Ship30 — a 30-day shipping challenge. Here's where I am.
Manus
PostHog