Projects

Work across software engineering, AI development, and NLP/LLM research. Listed newest first; filter by track.

Uncertainty Signals in a Reasoning LLM

A reproducible SLURM pipeline for studying how uncertainty signals change throughout SmolLM3-3B reasoning trajectories on MMLU.

AINLPSCHOOL

uncertainty signals in a reasoning llm

Ingenium — AI-Native Legal Intelligence for Canadian Law Firms

An internal tool for Canadian law firms that turns federal bills into client-specific legal advice in minutes instead of weeks.

SWEAINLP

ingenium — ai-native legal intelligence for canadian law firms

Check — Real-Time Multiplayer Card Game

The online version of a memory and reaction based card game.

SWE

ExpenseIntel — AI Expense Intelligence Platform for SMB Corporate Cards

Built an AI-powered expense analysis platform that turns transaction data into natural-language insights, compliance checks, approval flows, and automated reports.

SWEAINLP

expenseintel — ai expense intelligence platform for smb corporate cards

The Bench — Full-Stack Canadian U Sports Fantasy Platform

A production-style Canadian U Sports fantasy sports platform with live roster management, parlay flows, predictive lines, and secure per-user data isolation.

SWEAI

the bench — full-stack canadian u sports fantasy platform

Sustainify — Sustainability scores for online shopping

A framework-less Chrome extension that scores products on sustainability as you shop, suggests greener alternatives, and tracks your footprint over time.

SWEAI