Using Golang, developed middleware bridging Kubernetes, Supabase, InfluxDB exposing Agent Mode CPU/MEM usage metrics. Optimized concurrency of rate limiter, database lookup & JWT caching achieving total speedup of 500% for distributed access.

Full-Stack and AI Engineer at Saint Laurent Consulting

March 1, 2025 - October 6, 2025

Developed Full-Stack web applications using React, Node, TypeScript, Flask & hosted on GCP with OpenAI/Gemini functionality. Engineered a dynamic log analysis tool in Python that exceeded previous 1,000-call/day cap, enabling 15,000+ adaptive queries and significantly improving microservice monitoring.

Full Stack and ML Developer (LLM and NLP) at COGNIXION

August 1, 2024 - October 6, 2025

Developed a real-time Speech-to-Text (STT) & Text-to-Speech (TTS) pipeline using FastAPI, OpenAI, RLHF and Google Cloud. Trained models (Ollama, BERT) with RAG, improving AI conversation partner accuracy by 300%. Used Flask for infrastructure. Created an Emotion Classifier with HuggingFace (99% accuracy) and built a Computer Vision model using PyTorch and Google APIs for user environment identification. Used Django for servers and PostgreSQL and MySQL for user databases.

AI and Data Engineer at Loblaw Companies Limited

April 1, 2022 - October 6, 2025

Created an NLP Topic Modeling tool using NLTK to analyze HR emails, capturing 100% of key topics. Performed ETL & EDA on product distribution to identify underperforming franchises due to store design issues.

Software Engineer at Cisco Systems

August 1, 2021 - October 6, 2025

In Python, developed a tool to automate feedback relays from 1000+ GitHub commits per day for the Build team. Developed a Perl-based bug detection tool that tracks GitHub commits, identifies error-inducing changes to the main branch, and alerts developers of potentially affected components.

Hardware Test Engineer at Ford Motor Company

December 1, 2020 - October 6, 2025

Created automated and robotic tests in Python to validate data streaming through vehicle antennas to AT&T’s REST APIs. Developed TCP/UDP validation scripts (bridging QNX to Linux) to test interoperability of ECUs over CAN buses.

ML Cloud Engineer at Twenty Billion Neurons (acquired by Qualcomm)

August 1, 2020 - October 6, 2025

Trained a RealTimeNet classifier with PyTorch (85% accuracy) and added a skill progression tracker for soccer tricks. Developed a WebRTC streaming pipeline for Unity Avatar, enabling remote operation on 1,000 low-power devices.