Career
Five roles that took me from hardware security to applied AI.
I started with hardware security at Apple, moved through product and company building, and now work on how large engineering organizations adopt Codex.
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Today at OpenAI
I lead Applied AI for Codex in APAC, connecting real engineering adoption directly back to the teams building the product.
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Software Engineer to Product Manager
Roots of trust
I built secure silicon provisioning systems, then translated deep engineering constraints across security, manufacturing, and product.
Trust is established before the product exists.
The golden prototype. The reference iPhone and configuration used to prove that a new model could move securely through the production line before mass production.
Senior Technical Product Manager, SageMaker
Research before roadmap
I turned customer research and applied science insight into a focused NLP direction for SageMaker Ground Truth.
A roadmap should be an argument backed by evidence.
Introduction to NLP. A paper mapping NLP modalities, industry workflows, competitive gaps, and the product priorities that emerged from research conversations.
I cofounded and operated a cloud platform for hardware teams, taking it from product thesis to paying customers and enterprise readiness.
A product becomes a company one operating system at a time.
Hardware Data Management. Next-generation tools to help hardware teams design products faster and with more confidence.
Head of Enterprise Operations
The deployment gap
I built a forward-deployed enterprise practice that helped large organizations move AI from demos into governed production systems.
Deployment is where model capability meets institutional reality.
The enterprise deployment playbook. A forward-deployed, cross-functional team matching model capability and fine-tuning to existing enterprise infrastructure, workflows, and governance from use case to production.
Head of Applied AI, Codex (APAC)
The feedback loop
I lead Applied AI for Codex in APAC, connecting real engineering adoption directly back to the teams building the product.
The best product feedback arrives attached to real code.
Customer reality back into the product. A direct feedback loop between engineering organizations adopting Codex and the research, product, and engineering teams building it.
The throughline