About Me

Hi I'm Bryan!

I'm an MD student and AI tinkerer based in Melbourne, Australia. I do research at the tight-knit Monash Medical Technology Lab, directed by A/Prof Khoa Cao and am working on AI projects with Monash Health and Alfred Health.

Here are some of my favourite reads.

Currently:

  • Intermitting med school to do my BMedSc(Hons). My thesis is focused on the application of RAG systems in healthcare.
  • Working to bring smarter guideline search to hospitals, automate clinical dataflow, and improve the clinical reasoning of our current AI models.
  • Will be visiting Stanford/SF March-Sep 2025.

    • Some Things I've Done

    Stanford University

    Summer Session

    Stanford University

    Mar 2025 - Sep 2025

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      Coming soon!

    Monash Medical Technology Lab

    Medical AI Researcher

    Monash Medical Technology Lab

    Mar 2024 - Present

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    • I built a RAG-LLM system to address the overwhelming volume of clinical practice guidelines within Victoria's largest public health organisation. This project aims to streamline access to over 5,000 clinical guidelines for over 15,000 clinicians at more than 250 health services. Our prototype model was recently awarded seed funding from the Monash Institute of Medical Engineering, with plans to deploy over 2025.
    • Significant manual effort is required for hospitals to track clinical quality and contribute to registries. I'm collaborating with Alfred Health to build an AI system which automatically extracts quality management metrics and clinical registry submissions from EMR data.
    • The benchmarks we have to measure AI clinical reasoning don't do medical practice justice. I'm working to develop a suite of tools to more accurately and comprehensively measure realistic clinical performance.
    Monash University

    Course Instructor

    Monash University

    Nov 2024 - Dec 2024

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      To advance AI literacy among future healthcare leaders, I co-designed and taught the inaugural Medical AI unit for MD and PhD candidates at Monash Medical School, culminating in the development of several innovative research projects.

    MAMSA

    Vice President

    Malaysian Medical Students and Alumni of Victoria

    Nov 2023 - Nov 2024

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      I led academic and social events catering to hundreds of students, physicians, and university staff, and spearheaded initiatives ranging from fundraising for Melbourne's homeless to setting up mobile clinics and pharmacies in rural Malaysia.