My writing covers how these systems actually get designed and shipped — RAG pipelines, multi-agent architectures, and the engineering tradeoffs nobody puts in the marketing deck. Every so often, I apply the same data-driven approach to personal finance, breaking down things like TFSA data with the same rigor I'd bring to a model.

I'm building toward technical leadership — this is where I think out loud.