About
Machine Learning Engineer specializing in agentic AI systems that run in production. I build conversational assistants, multi-agent products, and clinical-research platforms from architecture through deployment. My work spans persistent agent memory, vector search and reranking, ML pipelines, observability, and modern web product development.
Experience
The Analytical Engineer
Logic, analysis, and data-driven systems. This is where I build the foundation, from complex ML models to scalable infrastructure.
DEC 2025 — PRESENT Software Engineer (AI) · L Squared Digital SignageBuilt a client-facing conversational assistant with LangGraph and MCP, plus ML classifiers, persistent pgvector memory, Redis state management, and Grafana monitoring for production agent workflows.
- LangGraph
- MCP
- PostgreSQL
- pgvector
- Redis
- Grafana
- ML Pipelines
Sept 2025 — PRESENT Founder & Lead Developer · Dishpit - Restaurant Automation with AI
Architected and developed "Dishpit," an AI-powered restaurant management web app using React, Vite, and Supabase. Engineered a suite of context-aware LLM assistants for real-time suggestions on scheduling, inventory, and menu optimization.
- React
- Vite
- TypeScript
- Supabase
- Tailwind CSS
- shadcn/ui
- LLMs
SEP 2024 — PRESENT Machine Learning Engineer (Research) · St. Michael's Hospital - Unity Health
Engineered the Meta-Analysis Assistant (MAA), a LangGraph agent for data extraction and statistical computation in R. Built the STACER Agentic System with virtual-patient and automated-rater agents for psychiatry training, then deployed the applications on AWS.
- Python
- LangGraph
- LLMs
- R
- AWS
- React
The Creative Human
Creativity, intuition, and high-speed human interaction. This is where I connect, adapt, and build rapport in fast-paced, real-world environments.
Aug 2022 — Present Event Bartender · Staff ShopCrafted premium cocktails for high-profile events at venues including Rogers Centre and Scotiabank Arena. Managed high-volume service during live games and concerts.
- High-Volume Service
- Mixology
- POS
- Event Service
Jun 2024 — Jul 2025 Bartender · AzuraCrafted a diverse range of classic and innovative cocktails in a fine dining environment, provided exceptional customer service, and processed transactions using Silverware POS.
- Mixology
- Customer Service
- POS
- Silverware
Aug 2024 — Dec 2024 Barback · Alo BarManaged bar inventory and restocking, supported bartenders during high-volume periods (200+ customers/night), and prepared garnishes and mixers.
- Inventory Management
- High-Volume Support
- Food Prep
Projects
- Avatar-Based STACER Simulated Patient
Extended the STACER Agentic System with an embodied virtual patient, streaming audio tokens through MuseTalk to generate realistic 2D facial expressions and lip-sync synchronized with the patient agent.
- Python
- MuseTalk
- LangGraph
- Agentic AI
Dishpit - Restaurant Automation with AI
Architected and developed 'Dishpit,' an AI-powered restaurant management web app using React, Vite, and Supabase. Engineered a suite of context-aware LLM assistants for real-time suggestions on scheduling, inventory, and menu optimization.
- React
- Vite
- TypeScript
- Supabase
- Tailwind CSS
- shadcn/ui
- LLMs
Meta-Analysis Assistant (MAA)
Developed an LLM-powered agent built with LangGraph to automate data extraction, statistical computation using R as a core engine, and report generation for systematic reviews in psychiatric research.
- Python
- LangGraph
- LLMs
- R
- Agentic AI
STACER Agentic System (SAS)
Built an LLM-powered simulation platform for psychiatry residency training featuring a virtual patient agent and an automated rater agent that delivers STACER-aligned feedback.
- Python
- LLMs
- AI
- React
- LangGraph
Open Source Contributions
TherapeuticNLP
A multi-dimensional Natural Language Processing (NLP) framework for analyzing and assessing the quality of therapeutic conversations
Tools
Python, Matplotlib, NumPy, Pandas, Scikit-learn, SMOTE libraries
Package Details
Maintainers: Roy Niloy, Sarmed Shaya, Dylan Weston and Zachary Cote
License: MIT License
Requires: Python >=3.6
Classifiers
- • Intended Audience: Science/Research
- • License: OSI Approved :: MIT License
- • Operating System: OS Independent
- • Programming Language: Python :: 3
- • Topic: Scientific/Engineering :: Artificial Intelligence
Certifications
2025 Amazon Web Services
2025 LangGraph, Cursor, n8n
Publications
2026 Enhancing Psychiatry Training Using an Agentic AI Simulated Consultation Tool: Prospective Cohort Study
JMIR Medical Education 12, e88580
2026 Subgenual anterior cingulate cortex in major depression: a systematic review and meta-analysis of MRI studies with patients and healthy controls
Translational Psychiatry 16, 225