Projects

Solo, Hack the North 2026

Whodunit

Git bisect with a brain. A Gemini agent turns a plain-English bug report into a reproduction test and finds the culprit commit, even when the test is flaky.

TypeScript
Gemini
Elasticsearch
Node.js
React

Case study Code

Team project · CPSC 482, UNBC

DSM Optimizer

Reorders a project's task-dependency matrix to cut rework loops, in C++17.

Feedback marks 6,063 → 192 on a 9,664-task matrix; 84% average reduction across 10 benchmarks.

C++17
graphs
sparse matrices

Case study Report Slides Code

wharf

$ wharf pull tools:latest --host /bin/sh /bin/echo /bin/sleep /bin/ls
tools:latest
$ wharf run tools:latest /bin/echo hello from a container
hello from a container
$ wharf run -d --name nap --memory 64m --cpu 0.5 --pids 64 tools:latest /bin/sleep 300
0cb542f06c8a
$ wharf ps
id            name  image         status   pid    command
0cb542f06c8a  nap   tools:latest  running  54372  /bin/sleep 300

Personal project

Wharf

A Linux container runtime in Python with namespaces, an overlay root filesystem, cgroup v2 limits and a Docker-style CLI.

Python
Linux
namespaces
cgroups

Case study Code

redis-cli

> SET book byor
OK
> GET book
"byor"
> HSET user name elhadji
(integer) 1
> RPUSH q a b c
(integer) 3
> EXPIRE book 60
(integer) 1

Personal project

Marconi

Redis from scratch: an in-memory data server in Go with RESP, TTL expiry, an append-only file and PSYNC replication.

Go
TCP
RESP

Case study Code

Personal project

Galley

A small GPT-style transformer built from scratch in PyTorch, with a workbench for inspecting tokens, attention and loss.

Python
PyTorch

Case study Code

Personal project

TranscribeMate

Speech-to-text in the browser, backed by a local PyTorch Whisper service that streams partial transcripts as it works.

Python
PyTorch
Whisper
React

Case study Code

artifacts/metrics.json

# held_out accuracy, rounded
{
  "incident_type": 0.741,
  "emotional_state": 0.685,
  "severity_score": 0.481,
  "potential_crime": 0.824
}

Team project, HackAI

Bifocal

Flags abusive and manipulative messages with a multi-task classifier, and offers guidance through hybrid RAG with Gemini.

Python
PyTorch
FAISS
Gemini
Flask
React
TypeScript

Case study Code