Hi, I'm @CrSamson,
5+ years of software development experience including enterprise AI systems at scale.
Data Challenge · Production
$5.3M simulated profit on out-of-sample backtest
Walk-forward ML for energy market trading.
More projects on GitHub →
Applied AI and Forward Deployed Engineer based in Montréal. I build agentic, RAG and automation systems for enterprise clients in regulated environments, from architecture to production. My background sits at the intersection of industrial engineering and data science, picked up at Polytechnique Montréal and HEC Montréal. Industrial engineering taught me to look at systems end to end: flows, bottlenecks, what creates value. Applied AI is the same lens with sharper tools.
Vooban
Design agentic architectures that turn business specs into code, tests and docs for enterprise clients. Lead mixed client squads and coach teams on spec-driven development with coding agents.
Desjardins
One pipeline reads 13M+ calls (RAG system). One framework scores whether the AI is telling the truth (LLM-as-a-Judge), backed by automated precision, recall and F1 monitoring.
Desjardins
Designed OCR algorithms in PyTorch and shipped 10 automations (one at 1M+ transactions a year) supporting $30M+ in output. Refactored three robots, cut exceptions by 30%.
LIDD Consultants
Made the database 25% faster. Built Java integrations for new WMS features, from dev to production.
Agentic Systems · Advanced RAG · LLM-as-a-Judge · Prompt Engineering · Fine-tuning · Vector Databases
LangChain · CrewAI · AutoGen · PyTorch · TensorFlow · scikit-learn · OpenAI API
Python · Java · SQL · R · APIs · Microservices · Git · CI/CD · Docker · MLflow
Azure ML · Microsoft Azure · PySpark · pandas · NumPy · PostgreSQL
Technical Discovery · Solution Architecture · Stakeholder Communication · Technical Coaching
French · English
M.Sc. in Data Science
HEC Montréal
Winner projects across multiple hackathons
B.Eng. in Industrial Engineering
Polytechnique Montréal
Co-founder, Polytechnique Business Case Center
Whether you're hiring for a team or need an expert for a scoped project, I'm open to both.
Based in Montréal · Bilingual FR/EN · Available for remote and hybrid
