Qixuan Chu / Computer Science / Toronto

I build clinician-reviewable AI workflows and study how adaptive media responds to people.

I’m a Computer Science Specialist at the University of Toronto, graduating in 2027. Right now I contribute to Remeda and a MedQX literature review. Previously, I spent a year testing enterprise workflows at Veeva and co-authored a Pervasive Health paper.

01 Published

Pervasive Health 2025 · Springer 2026

Open DOI ↗
02 12 months

Enterprise test automation at Veeva

Read experience →
03 12 focused tests

Completed referral-draft backend scope

See the boundary ↓

Current work

May 2026 - Present

Draft contribution · backend scope

Remeda — clinician-reviewable referral drafts

I contribute to an applied-AI clinical workflow where generated referral text remains a draft: editable by a doctor, traceable through audit records, and protected by deterministic fallback behavior.

01

Structured generation metadata and PostgreSQL persistence

02

Doctor-only edit, approve, and reject APIs

03

Immutable audit events and duplicate-review protection

04

12 focused tests for the completed backend scope

Scope and limits. The completed draft contribution did not include provider-backed generation, referral submission, or the frontend review interface.

Selected work

Artifacts first. The decisions and limits sit beside them.

The projects below are deliberately not presented as equal: one became a publication, one has a public interactive demo, and one remains a course project with limited public evidence.

A note from the work

A failed test and a theory about why it failed are not the same thing.

I learned that distinction while debugging enterprise workflows at Veeva. It now shapes how I approach model comparison, user-study evidence, and generated clinical drafts: preserve the observation, label the hypothesis, and make the next check reproducible.

See the experience timeline

Contact

If you’re working on reviewable AI, adaptive interfaces, or careful evaluation, I’d like to compare notes.