
Cashu Group
I ran growth and built personal-brand socials from zero to 50M+ views and 100K+ followers.
Viral hook design · A/B tested thumbnails against live engagement · repeatable retention strategy
Currently a second-year @ Western University
Currently a second-year software engineering student at Western University, working across full-stack, machine learning, AI engineering, and data science. I build production-grade systems end to end and care most about getting the details right.

About
I started programming at 12 and have been building ever since. I’m currently a second-year software engineering student at Western University, working across full-stack, machine learning, AI engineering, and data science.
Most of what I know comes from building real systems end to end, taking something from an empty repository to software people actually enjoy using, and owning every layer in between. I love working on interesting problems and if you’re building something exciting or looking for someone who can learn fast, take ownership, and deliver, let’s connect.
Approach
Here’s what owning a system end to end actually looks like in practice.
62,862 users have now used things I’ve built, growing about 50 a day. That only holds up if the system is correct, observable, and resilient under load, so I build, ship, and own software in production, from the data model to deployment, and stand behind how it behaves.
Strong engineering is the foundation of everything I build. What makes my work effective is the context I bring around it, working fluently across four areas that rarely sit with one engineer:
Together, that lets me own a problem end to end: deep in the fundamentals, fluent in the context around them, and accountable for how the system behaves in production.
Work
A product I designed, shipped, and still run, and a growth role that taught me how software actually reaches the people who use it.

I ran growth and built personal-brand socials from zero to 50M+ views and 100K+ followers.
Viral hook design · A/B tested thumbnails against live engagement · repeatable retention strategy

An AI test-prep platform for the CASPer exam, used by 5,700+ medical school applicants. I built every layer myself, and it makes money.
Next.js · TypeScript · Node.js · PostgreSQL · OpenAI scoring · Stripe subscriptions + webhooks
Projects
Real projects with real users. The summary is up top; the technical detail is right underneath.

Catches people spinning up duplicate and fake accounts to farm free trials, then pools them together instead of banning real users.
Identity matching · email normalization + fuzzy matching · ML risk scoring · 85% to 100% accuracy
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Type a car’s 17-character VIN and get back clean, reliable vehicle details instead of the messy raw data the government API hands you.
Next.js · strict TypeScript · NHTSA vPIC API · normalizes ~150 raw fields into one typed model
Read the storyReal-time equipment tracking for Parkwood Institute hospital that helps staff find a device 60% faster, with zero manual logging.
Next.js · TypeScript · Arduino · RFID
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Gets marketing emails into the actual inbox instead of spam, because the best email in the world does nothing if nobody sees it.
Python · SMTP
Read the storyBuilt with
Writing
Short essays on the stuff I build and break.
FAQ