Projects

Architected and built four modules across Markono Group’s storefront and its print factory, under IMDA’s Digital Leaders Programme.

Led an AWS Migration Acceleration Program engagement moving QL Resources’ agricultural and HR reporting, more than 50 servers and their databases, onto AWS.

Took Johor Plantations’ internal search from a proof of concept on Amazon Kendra to production on Amazon Bedrock and Amazon OpenSearch Serverless.

Built a Generative AI layer on Amazon Bedrock and AWS Lambda for JCDecaux Singapore’s programmatic digital out-of-home screens, on top of the systems it already ran.

Co-architected KIP.ai, a cloud-native, three-way invoice-matching Generative AI product, with AWS, reducing manual labour by over 40%.

Led and architected a system that brings lapsed regulars back to The Soup Spoon with a message about their own outlet and their usual order, and a WhatsApp bot that takes complaints and hands customers to a person.