Milkiway

I am currently the CEO for Milkiway. Milkiway is an AI-powered SaaS solution designed to streamline the process of generating medical reports for healthcare providers conducting health screenings. Our platform offers significant benefits, including rapid report generation, accuracy, and enhanced efficiency, allowing medical professionals to focus on patient care. Milkiway leverages advanced NLU/NLP and LLM techniques to analyze health screening data and generate comprehensive medical reports within minutes. This automation reduces the time and effort required for manual report creation, enabling doctors to serve more patients efficiently. Milkiway's solutions are designed for seamless integration into existing healthcare systems and workflows, ensuring a smooth transition and minimal disruption to existing operations.

GenAI Corporate Health Screening Recommendation Synthesizer
CMS

LLM recommender engine that is 3x faster than issuing recommendations by hand. Democratize health literacy and empower patients at scale.

Built the solution from 0 to 1 over 5 months. Filed preliminary patent on the lab result to recommendation process. Cash flow positive venture.

ASUS Intelligent Cloud Services (AICS)

I had the privilege of spearheading a team of 20 dedicated engineers and designers across a spectrum of product sprints and development initiatives. These endeavors spanned the spectrum from incubating nascent ideas to steering the course of mature products by devising comprehensive strategic feature roadmaps.

Next Generation Outpatient EMR
EMR/EHR

An AI-powered and cloud-based hospital information system (HIS) that transforms on-premise architecture towards cloud, enabling better utilisation of clinical data on the go.

Feature implemented: Low-code CPOE warning and rule configuration tool to expedite implementation of clinical workflow in EMR.

NLP/NLU Smart Cancer Registry
AI: NLP

Oncor is the AI-powered oncology specific registry tool that integrates scattered and heterogenous medical records such as imaging report, biopsy report, and inpatient notes in a single place.

Feature implemented: Extract non-structured data from the hospital’s electronic medical records and convert them into structured data via NLU/NLP for SEER Program Coding.

Personal Health APP
Mobile App

Personal health mobile application for two hospitals based in Taiwan. Monthly recurrent users: XX,XXX.

Features implemented: PROM, medical records management, and queue management.

AI Blood Film Analyzer
AI: CV

A software that analyzes a blood film image via AI and computer vision (CV) to aid the medical staff in differential count, RBC grading and PLT estimate..

Features implemented: Designed user workflow. Reviewed UI/UX specifications and CV model accuracy data.

Open Government Products (OGP)

As a Product Manager at Open Government Products, I oversaw the successful launch and growth of critical platforms like Postman.gov.sg and Checkfirst.gov.sg. Postman, in particular, played a pivotal role in public health messaging and COVID-related policy dissemination within Singapore, leading to its adoption by over 100 government agencies. This platform was also open-sourced for ASEAN countries to utilize, with over greater than 100 million SMS/emails/Telegram messages sent in Singapore alone. Additionally, I played a key role in establishing corporate functions within the experimental unit, including finance, legal, and people's operations, while implementing effective hiring and career progression processes.

Postman.gov.sg

Postman.gov.sg is an omnichannel cloud-based service that Singapore government agencies can use to send personalised messages in bulk. Amazon Web Services City on a Cloud Challenge Finalist 2020.

Features implemented: Send SMS, email, and Telegram message en masse. Encrypted message for secure information delivery. Set up guide.

Checkfirst.gov.sg

A calculator and eligibility builder for the government

Features implemented: First iteration of checkfirst post Hackathon 2021.

eSMS
联合早报

A pilot prototype built under Tech-Enabled National Healthy Population (TeNHP) workstream to consolidate surgical appointment reminders and enable two-way SMS capability in public hospitals. Reduced the amount of time spent on calling patients by 75% across the call center and nursing units. Saved ~$X M per quarter for the hospital by reducing 1% of the cancellation rate in the outpatient and surgical settings.

Features implemented: Collate appointment dates across PAC, operations date, and outpatient systems and send SMS en masse using a simple excel sheet.

Sengkang General Hospital (SKH)

During my work at SKH, I fostered a close collaboration with the Strategic Projects team to meticulously craft specifications for the technological solutions essential for the forthcoming SKH launch. This encompassed mapping exciters' location for the Real-time Locating System (RTLS), diligently identifying gaps for enhancement within our current enterprise softwares, and ingeniously prototyping user experiences and interfaces for both RTLS infectious monitoring solution and Ascom nursing app for vendors to build.