Production Agentic Platform
Led two engineers across three Amazon Web Services (AWS) architecture iterations, with the Lambda and Aurora Serverless iteration reducing monthly standby costs by 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 Amazon Web Services (AWS) architecture iterations, with the Lambda and Aurora Serverless iteration reducing monthly standby costs by 75 percent.
Deployed a utilities POC with a parent coordinating 17 child agents, and an Azure legal intelligence POC for the same engagement monitoring 32 official sources. Built a separate insurance workflow POC in Copilot Studio.
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.
Explore the public project case studies and presentation notes.
Solutions architecture across Affinidi's identity, credential and agentic trust products.
Partnered directly with a US client CTO to architect and operate a production agentic platform.
Revived medical device development, from systems architecture through embedded integration and regulatory support.
Founded an independent venture lab validating and prototyping hardware, SaaS, and ecommerce opportunities.
Product management and strategy at Shopee, Rakuten Viki, Photobook Worldwide, and Enterprise Singapore.
For my full experience, see LinkedIn.
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, 3rd Place at Cactus DeepMind Hackathon, 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 and ClawCon recording.
Connect on LinkedIn for work or speaking engagements.