An agentic platform in production
Resolution Center is an agentic AppSec remediation product. I led the rebuild of its core workspace, the company's northstar priority, shipping the scan-centric findings, triage, and fix experience enterprises like NTT and Tier-1 banks use daily.
Tool-using agents
At Sparkcraft, an AI agency I co-founded with two UWaterloo grads, I designed and built an agentic assistant for the City of Waterloo: a tool-using system over municipal information that could take actions and chain multi-step workflows, built for a competitive municipal bid.
Evaluation and reliability
I've built tool-using agents, LLM evals using existing evaluation harnesses, and a maintainer-memory code-review agent. The recurring lesson: the model is the easy part. Evals, degradation paths, and knowing when not to use an LLM are the work.