Enterprise AI Transformation Lead · AI Systems Architect
Operating Layers of Intelligence · NTWX-STUDIO
Enterprise AI Transformation Lead and AI Systems Architect who turns commercial constraint into a governed working system — problem framing and outcome logic, operating-model design (roles, workflows, decision rights), adoption design, and accountable go-live so value does not die in the pilot.
I sit at the product–engineering–commercial boundary: align executives, operators, and builders through ambiguity; connect AI / cloud / data choices to business outcomes; and keep authority separate from model spend. Live proof includes 7ARCH (governed multi-agent delivery method — decision rights, HITL, go-live gates), DOME + Claire (solo-built customer-acquisition / agentic commerce), and Hawk → NIGHTHAWK (AI-search discovery into a multi-surface product). Practice work runs through ML-Nightworx / NTWX-STUDIO as the studio and proof environment; Marco Lewis is the hire face.
~30 years of commercial operations (media → luxury marketing → global trade/supply → agentic systems) underpin commercial acumen for investment framing and stakeholder leadership. Based in Phuket; remote / hybrid; open to Singapore employers and relocation once mutual interest and package are clear. Does not claim Singapore or Australia work rights.
Evidence honesty: Live surfaces and early GA4 — not invented client logos, utilisation, or booked benefits.
~30 years commercial operations across media, luxury marketing, global trade/supply networks (Europe / Middle East / Australia — design, import/export, SWIFT, logistics, wholesale/retail), and later relocatable housing / flood-mitigation projects. Continuous adaptation under live P&L conditions — commercial acumen for investment framing and stakeholder alignment. Trade ops kept quiet here; furniture branding not led.
2024 – Present: Founder, ML-Nightworx / NTWX-STUDIO — agentic products, AgentOps, and governed delivery IP (flagships above). Studio and proof environment for reusable patterns; hire face remains Marco Lewis.
| Domain | Evidence-backed strengths |
|---|---|
| Problem framing | Commercial constraint → outcome logic → investment case without invented metrics |
| Governed adoption | Decision rights; HITL / HALT; roles & surfaces; go-live gates; adoption design |
| Hands-on build | Solo end-to-end agentic systems (DOME+Claire; Hawk→NIGHTHAWK) — not slide-deck-only |
| Executive ↔ eng | Align leadership, operators, and builders through ambiguity at the product–eng–commercial boundary |
| Cloud path | GCP (Cloud Run, Firestore, Vertex/Gemini) and Cloudflare (Pages, Workers, KV) evidenced surfaces |
| Commercial acumen | ~30 yrs live P&L history; benefits framing without invented ARR or headcount theatre |
Computer Science — Institute of Technology, Ultimo, Sydney NSW
Phuket, Thailand — remote / hybrid. Open to Singapore employers and to relocation once mutual interest and package are clear. Does not claim Singapore or Australia work rights.