I lead software teams and teach systems design. My work spans enterprise logistics APIs at Purolator Digital Lab, creator IP protection at UREEQA, and teaching at Sheridan and Conestoga.
I write about API behaviour, engineering decisions, and how teams review and operate automated work. The examples I publish distinguish a proposed design from an implemented control and a test result from a production outcome.
If you are evaluating AI-assisted development, begin with the free review kit, then inspect the Stopline team evaluation path. Teams that want facilitated application can review the private workshop interest details.
- Stopline: an experimental decision gate for browser agents. A model classifies a proposed action; a policy in code determines whether it runs.
- Team evaluation path: a zero-credential baseline, revision-bound demo, and evidence-led review route.
- Latest Stopline release: current implementation and release notes.
- Metron: a small terminal coding agent for local AI development, with bounded tools and explicit approval for patches.
- Metron v0.1.0 release: Darwin/Linux archives, checksums, and SPDX SBOMs.
These are public engineering projects. Their documentation describes the implementation and its limits.
- Free AI-assisted code review kit: an illustrative exercise, worked answer, worksheet, and facilitator guide.
- Private workshop interest details: a proposed team session with scope and limits; it is not a booking or checkout.
Read my technical writing on DEV, find me on LinkedIn, or follow shorter notes on X. My website collects my writing and background.