About
Thirty years of commercial pressure.
The work did not start with prompts. It started where a wrong number, a late shipment, or a broken process has a real cost.
Arc
Newsroom to agentic systems.
Enterprise AI consulting is the current form of a longer discipline: operating under deadline, brand, jurisdiction, and cash-flow constraints — then encoding that discipline into software.
I now work as an Enterprise AI Consultant and Transformation Lead, with a secondary craft as AI Systems Architect and Agentic Product Builder. Base is Phuket, remote/hybrid. Singapore employers are preferred; this is not a claim of Singapore work rights.
- News Limited Media, deadlines, editorial systems. The habit of shipping on a clock, with facts that have to stand.
- Chaloub luxury Brand, client experience, high-touch commercial standards. Taste is an operating constraint, not decoration.
- Global trade & operations Moving goods and money across jurisdictions. SWIFT, FX, bills of lading — literacy that still applies.
- MRL housing Delivery, stakeholders, physical-world constraints. Software that cannot ignore the site it claims to serve.
- ML-Nightworx Agentic systems, governed delivery, production AI surfaces. DOME/Claire, 7ARCH, Hawk AEO / NIGHTHAWK.
Quiet domain note
Trade literacy still applies.
Years in global trade operations left a working literacy in SWIFT, FX, and bills of lading. That maps, quietly, onto modern trade-finance rails — ISO 20022, cross-border settlement, and related ledgers such as XDC. It is context for how I read commercial systems. It is not the headline.
Today the proof is shipped systems: an agentic commerce concierge, a governed multi-agent delivery OS, and a defence-intel AEO-to-product stack on Cloudflare. I build them, I run them, and I will tell you what is live versus what is still in draft.