Production Agentic Platform
Led two engineers across three AWS architecture iterations, reducing measured standby cost by roughly 75 percent.
I build AI products and systems across software, cloud, and hardware. My background spans product management, solutions architecture, and medical device engineering.
Based in Singapore, I work across agentic AI, enterprise workflows, medical devices, and venture building.
Led two engineers across three AWS architecture iterations, reducing measured standby cost by roughly 75 percent.
Deployed a legal POC covering 32 sources with all 24 evaluations passing, plus a utilities POC coordinating 17 agents with human approval.
Led a confidential medical device through 27 iterations to a market viable prototype across product, hardware, and software.
Conducted more than 100 interviews, generated SGD 10,000 in a one month test, and reduced selected component costs by over 30 percent.
My systems and prototypes have covered business research, finance, payments, legal research, media generation, travel insurance, medical triage, and hardware design. Explore the public project case studies and presentation notes.
Led two engineers and partnered directly with a US client CTO to architect and operate a production agentic platform across research, lead qualification, asset delivery, and attestation workflows.
Revived development of a medical device across architecture, PCB design, embedded integration, procurement, documentation, and regulatory support.
Founded an independent venture lab validating and prototyping hardware, SaaS, and ecommerce opportunities through research, supplier negotiation, and product development.
Product management and strategy at Shopee, Rakuten Viki, Photobook Worldwide, and Enterprise Singapore across data, payments, localization, regional delivery, analytics, and commercial research.
For my full experience, see the resumes.
Career mentor at Nanyang Technological University and candidate interviewer for the Singapore University of Technology and Design.
Judge for hackathons organized by Agora, Hack&Roll, Singapore Institute of Management, and TinyFish.
AWS AI Engineering Community Builder and member of GLG's expert network.
Hackathon results include 1st Place at Build with TRAE, Top 10 at LotusHacks, and Top 15 at Cursor x Anthropic Hackathon Malaysia.
Selected coverage: CNBC, The Business Times, and AWS Builder Center.
More public references: AI Summit Seoul speaker profile, Tech in Asia profile, and ClawCon recording.
Get in touch on LinkedIn for work or speaking engagements.