Hi, I'm Calvin Lee!

✦ CS @ UWaterloo Logo University of Waterloo
↳
Microsoft
Microsoft Entrance Scholarship in Mathematics
↳
belairdirect
belairdirect Insurance Scholarship
↳
University of Waterloo
President's Scholarship of Distinction
↳
TC Energy
TC Energy STEM Scholarship
↳
Korean Canadian Scholarship Foundation
KCSF N.S.K Scholarship

✦ about me

↳
National Level Violinist @CMC LogoCMC

↳ Avid Bodybuilder

recently:

Thri5
Thri5Software Engineer
Thri5
Thri5Software Engineer

✦ projects

GooseGrade

↗
↳7,000+ unique users · 16,000+ page views
↳academic service — extracts weightings for 1,600+ courses
Next.jsReactTypeScriptPostgreSQLOpenAI API

Meta Harness

↳Self-rewriting agent harness · 62% → 85% task accuracy
↳Outer LangGraph loop reads traces · retunes prompts, tools, retries
↳Parallel forks over checkpointed state · accuracy vs. compute cost
PythonLangGraphasyncioPostgres

Tandem

↳Multimodal voice AI tutor · interruptible conversations
↳Whiteboard reasoning · PDF → interactive React modules
FastAPINext.jsGemini 2.0WebRTCElevenLabs

AI/ML Soccer Analysis

↳YOLO26 + ByteTrack pipeline
↳Perspective transformation · K-means clustering
PythonYOLO26ByteTrackOpenCVScikit-learnPandas