I'm Eric McLaren. By day I lead Copilot enablement at Canadian Tire. Outside it I run a production multi-agent platform, live 24/7 since January 2026. Most people describe AI systems. This page just shows you mine.
My PC, driven end to end by one of my agents. It reads the posting, picks the tailored resume it wrote, answers the screening questions, and submits. The only human involved is me, with my feet up.
August 2026. A few seconds of phone video, then the screen capture at 20x speed. The agent picks the tailored resume it wrote, fills every field, answers the screening questions, and it ends on the live confirmation screen.
One self-hosted platform, five specialized agents, running around the clock on my own hardware.
Months of context in a continuously consolidated knowledge base, retrieved by hybrid vector and text search. The agents audit their own recall for errors.
A secured daemon gives agents screen reading, mouse and keyboard control of a Windows workstation. That is what you are watching in the video.
A speech-to-speech stack benchmarked across three vendors and tuned to sub-second first response. It takes live calls.
An evaluation harness catches hallucinated quotes before anything can cite them, alongside detectors that report their own blind spots instead of failing silently.
Overnight research arrives as finished documents. Financial monitoring and scheduled maintenance run on their own clock while I sleep.
Fallback chains and per-lane cost governance across Anthropic, OpenAI, Google and xAI. Inference spend cut roughly 60% at constant quality.
I co-lead it. The job is taking a capability people are skeptical of and turning it into adopted, measured practice.
Same skill as everything above, pointed at an organization.
Every system on this page is real, self-hosted, and in daily use. I am happy to walk through the architecture, the failures, or the cost model.