AI/ML, Data Architecture & Advisory
Work with me on AI/ML systems, data platforms and the infrastructure that connects them. I bring architecture and hands-on engineering to agent harnesses, memory systems, streaming data and production ML, starting with your problem and the trade-offs that matter.
Three ways to bring me in.
Standing Advisor
A monthly retainer for the leadership team: architecture reviews, hiring calls, vendor decisions and a second perspective on difficult technical decisions.
AI-Native Transformation
Getting the whole organization actually using AI well — the right tools, used properly, by engineers and non-technical staff alike. Assessment, rollout and hands-on workshops.
Build Partnership
Hands on the keyboard with your team, from prototype to production, with evaluation, iteration and a clear path to operating it.
Every engineer working as if there were ten.
Most organizations have bought the tools and stopped there. The licences are paid for, a handful of people use them well, and everyone else carries on exactly as before. The work is turning that into throughput — across engineering, and across the far larger group of people who never write code.
I teach this as Lead Instructor at AI Academy Singapore, and run the same material privately for engineering and venture teams. If you'd rather start small,buy a research task and I'll tell you where your biggest gap is before you commit to anything.