What I Bring
Three things that separate a production AI architect from someone who can run a notebook.
Technical Philosophy
Moving a Generative AI prototype to a regulated production environment exposes the severe limitations of standard wrapper libraries. Within 30 days of deploying standard RAG on highly interlinked, 100+ page insurance documents, I diagnosed catastrophic context collapse and citation failure.
My solution wasn't a larger context window - it was a better architecture. I engineered a custom runtime schema transpilation layer and a hierarchical node retrieval engine from scratch. The result? A system that captures complex cross-references without hallucinations, dynamically scaling to thousands of users while keeping cloud costs flat.
“The best GenAI architecture isn't the one with the most features - it's the one that can provably tell you exactly why it gave the answer it did, every single time.”
By the Numbers
Every number below is earned, not estimated from a demo.
Featured Work
Production systems. Published research. Shipped products.
Side Projects
Browser-native AI video editor. Natural language → FFmpeg.wasm. TensorFlow.js face detection client-side. No uploads, no server, no privacy tradeoff.
Export ChatGPT, Claude, Gemini conversations as TXT, Markdown, JSON, or HTML. Zero permissions. All processing is local. Chrome + Firefox.
Technical Arsenal
Experience
Jan 2024 – Present
Primus Software Corporation
Waterloo, ON
Led cross-functional team of 10–14. Scaled enterprise AI to 2,000+ users globally. Resolved two production crises. Built zero-code carrier onboarding.
Promoted from Senior → Lead in 12 monthsJan 2023 – Jan 2024
Primus Software Corporation
Waterloo, ON
Diagnosed LangChain's fundamental limits on multi-document insurance policies. Designed hierarchical RAG architecture solo in 3 months. Resolved latency crisis: 2.5 min → 40 sec.
Sep 2021 – Apr 2023
Lakehead University
Thunder Bay, ON
Project-based Masters supervised by Dr. Garima Bajwa. Published privacy-preserving ML research at PST 2023, Copenhagen. Continued AI development at Primus concurrently.
Published at PST 2023 · CopenhagenMay – Aug 2022
Ciena
Ottawa, ON
PySpark pipelines, divisive clustering, manufacturing batch anomaly detection.
Jun 2018 – Dec 2022
Primus Software Development
Noida, India → Canada (2021)
Built FNOL classification for Crawford & Company solo. Led PriML NL-to-SQL project (team of 10). 6 years of insurance domain expertise starts here.
CTO recognition + $1,000 bonusResearch
Beyond the Code
Data scientists who can communicate build better systems. The evidence is below.
Competitive public speaking training that directly informs how I present technical findings to non-technical stakeholders — executives, clients, and insurance carriers.
Ran day-to-day technical and delivery decisions for a team of 10–14. Direct stakeholder requirement gathering, refinement, and brainstorming. Second-most senior person on the team.
Let's Work Together
Available for $190K+ Base Compensation
Waterloo area or remote · Big Tech, AI-native, Enterprise AI
If your engineering bar is high and you need an architect who thinks in systems rather than just notebooks, let's talk.
Currently based in Waterloo, ON · Open to remote-first teams