MSc Software Engineering (AI/ML) · Oxford · PMP · CSM
I help financial institutions and enterprise teams ship production AI systems that actually work at scale — LLMOps, RAG pipelines, multi-agent architectures, and the data platforms that power them.
📍 Toronto, ON · Available for consulting & senior contract engagements · Remote-first
| Domain | Focus |
|---|---|
| 🤖 AI / LLM Engineering | Production LLM systems, RAG pipelines, multi-agent architectures (LangChain, LangGraph), LLMOps |
| 🗄️ Data Platform Architecture | Lakehouse design, real-time streaming (Kafka, Spark), Snowflake, Delta Lake, Databricks |
| ☁️ Cloud & MLOps | Azure AKS, AWS SageMaker/Bedrock, Kubernetes, Terraform, MLflow, drift detection |
| 🏛️ Technical Advisory | Architecture reviews, engineering team leadership, technical due diligence |
Languages
AI / ML
Data
Cloud
Multi-agent AI system patterns for financial services: compliance intelligence, risk monitoring, and regulatory automation. LangGraph supervisor architecture with human-in-the-loop escalation.
Enterprise-grade RAG with hybrid search (dense + BM25 + RRF), RAGAS evaluation framework, Redis semantic caching, and Guardrails AI output validation.
End-to-end LLMOps: experiment tracking, model registry, drift detection, A/B testing, and automated CI/CD quality gates for production LLM systems.
Enterprise streaming platform: Kafka exactly-once delivery, Spark Structured Streaming, Delta Lake medallion architecture, and Great Expectations data quality.
LSTM time-series forecasting, multi-class classification, and deep learning for IoT sensor data using PyTorch and TensorFlow.
- 60% reduction in manual processing — multi-agent compliance AI (production)
- 80% faster regulatory reporting — distributed batch system redesign at Tier-1 bank
- 10M+ daily events processed — real-time market risk streaming platform
- <10ms latency — capital markets Kafka migration, 5M+ daily transactions
- 10+ years across Canada's top financial institutions, global asset managers, and government platforms
- 🎓 MSc Software Engineering (AI/ML) — University of Oxford
- ☁️ Azure AI Engineer Associate — Microsoft
- ☁️ Azure Data Engineer Associate — Microsoft
- 📐 Machine Learning Specialization — Stanford / Andrew Ng
- 📋 PMP — PMI · CSM — Scrum Alliance
Available for consulting engagements and senior contract roles — remote-first, based in Toronto.