I'm a senior software engineer in Toronto, 10+ years shipping production web apps, most recently AI document pipelines with verification gates and eval harnesses. Before that I was a senior frontend engineer at Ava Labs, building the frontend of AvaCloud.
I can help with TypeScript, React, Node and Python, and with making LLM features trustworthy: evals, citation checking, structured extraction, retrieval. I've mentored at Lighthouse Labs and on Codementor since 2018.
Bring the actual code or the failing output and we'll work through it together.


One of the top 10 blockchain companies in the world. I built their the frontend of their flagship product Avacloud.io and worked on mu...
One of the top 10 blockchain companies in the world. I built their the frontend of their flagship product Avacloud.io and worked on multiple other high value products.