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Andrew Huang

黃聖瀚

NYCU M6 → NTU Smart MHI · Sept 2026

I build healthcare AI that ships — into real hospitals, used by real clinicians.

Sixth-year medical student at NYCU, clerking at Taipei Veterans General Hospital. Co-developer of the ASUS Clinical AI Assistant, deployed to VGHTPE on 2025-11-12. Coming up: NTU Smart MHI master's program this September.

Now shipping

Live in production · since 2025-11-12

ASUS Clinical AI Assistant智慧病歷助手

VGHTPE AI Impact Center · Clinical–AI Integration Lead & Co-developer

A clinical documentation assistant deployed inside Taipei Veterans General Hospital. Co-developed by bridging clinician workflow, internal engineering and ASUS teams — translating real ward needs into features that survived deployment iteration.

LLM prompting EMR integration Clinical workflow Stakeholder alignment Real hospital deploy
-11-12 Go-live
hospital Production deploy
teams Cross-org

Under　Dr. Wei-Chiang Li 李偉強醫師 (北榮副院長) · Dr. Hao-Min Cheng 鄭浩民醫師 (教學部主任) · showcased at Medical Technology Expo (Dec 4–7, 2025)

Selected projects click any card

Research in progress

w/ Dr. 姚又誠醫師 · Orthopedics Orthopedics clinical study Co-author · AI model–assisted patient enrollment. Enrollment complete, manuscript in drafting.
w/ Dr. 鄭浩民醫師 · 北榮 教學部主任 Project Atlas — EMR + AI applied research Initiator & Clinical Workflow Lead · n8n automation · internal prototypes and evaluation notes.
Project Lead · Clinical–AI Integration Orthopedics X-ray automated interpretation CV model + EMR integration · prototype pipeline and evaluation plan.
Initiator & System Designer Clinic CRM + LINE appointment integration API integration · workflow specification and integration prototype.
Workflow Architect & Proposal Lead Digital pathology workflow Process automation · workflow map and automation proposal.
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About

Born in Sabah, Malaysia. Schooled at 亞庇建國中學, then Taiwan via NTNU overseas prep, then NYCU School of Medicine in 2020. Primary clerkship at Taipei Veterans General Hospital. This September I begin NTU Smart MHI master's program.

I build because clinical workflows have too many seams that AI can sew. Working on the ASUS Clinical AI Assistant deploy at VGHTPE taught me the entire chain — needs → engineering → real ward usage. The CT annotation MVP came out of wondering whether open-source could beat a license fee; turns out it can, when a radiologist tells you so.

Foundation pacing — Y1 NTU AI coursework, Y2 Miracle Shiba launch, Y4 NVIDIA Developer Program, Y5–6 VGHTPE Smart EMR plus several ongoing studies. AI subscriptions run NT$7,500+/month. Every token has to earn its keep.

Want to talk medical AI, open-source imaging, SR/MA topics, or a project I can help with — email me.

Capabilities

Healthcare AI
Clinical workflow analysis Requirement translation Prompt iteration Stakeholder alignment EMR integration
Medical Imaging
CT segmentation TotalSegmentator nnU-Net DICOM / NIfTI 3D Slicer
AI / Code
PyTorch + MPS Claude API multi-LLM orchestration n8n automation Python · TypeScript · React
Research
SR / MA methodology Network meta-analysis PubMed automation FSM topic ranking
Comm
Public speaking · teaching Pain-point workshop lead Facilitation
Languages
Mandarin (native) English (IELTS 7.0) Malay

Mentors & collaborators

VGHTPE · 副院長 Dr. Wei-Chiang Li 李偉強醫師 ASUS Clinical AI Assistant program lead.
VGHTPE · 教學部主任 Dr. Hao-Min Cheng 鄭浩民醫師 Project Atlas — EMR + AI applied research.
Orthopedics Dr. Yu-Cheng Yao 姚又誠醫師 AI-assisted enrollment clinical study.
NYCU School of Medicine Dr. Pin-Hsiang Huang 黃品翔醫師 Invited Pain-Point Workshop lead.

Teaching & speaking

NYCU School of Medicine Pain-Point Workshop Lead — Practice of Medical Education Guided M4 students through AI tools in medical education.
VGHTPE Department of Medical Education Educational content contributor Recorded instructional materials for trainee onboarding (Dec 11, 2025).
NTNU Overseas Preparatory Division Invited speaker Learning strategy & cross-disciplinary growth.
IB Curriculum English tutor — IB Biology & Mathematics Structured English-instructed lessons; tailored pacing.

Beyond medicine

♪Trinity Diploma in Piano Performance · ABRSM 8 · 3rd, international advanced division
⌬Water polo · state team runner-up
♟Chess · school + inter-school team champion
✦Chinese Speech & Debate · Club President · state-level event host
⊕AI-Tai Med Book Club · cross-regional w/ 美西工程師
◉NTU SoM Student Leadership Council

Notes coming soon

Why open-source TotalSegmentator beats a commercial PACS 2026 — 06
M5 Max + MPS for medical imaging: a complete SOP 2026 — 06
ASUS Clinical AI Assistant — from need to go-live 2026 — 07
SR/MA pipeline · how FSM ranks the next paper 2026 — 08