I grew up in a half-built Moroccan home, watching master woodcarvers shape walnut and cedar with quiet reverence. They taught me — long before I had words for it — that complex systems are built from small, deliberate moves. Watching them carve was my first lesson in architecture. Watching my father rebuild our family's life in Canada from a kitchen-installer's truck was my second. Both lessons turned out to be unusually useful preparation for what came next.
I joined Verto Health as employee number two and helped scale the company to eighty. When you're #2, you don't do one job. You design the product, ship the code, write the marketing site, run the demos, win the RFPs, and architect the integrations — because no one else exists yet. By year four I had the title "Product Manager" but had quietly absorbed the work of designer, software architect, sales engineer, and marketer. By year nine I had been every role except CEO.
The work itself was unusually good preparation for the AI boom. Healthcare informatics is the messiest data domain that exists — patient records, clinical workflows, FHIR integrations, OCR on scanned medical documents, knowledge graphs of disease ontologies. We built systems that turned chaos into structured truth before anyone called it "RAG." I co-authored a patent on AI integration architecture. I built digital twin models that tracked 9.5 million patient encounters. I led the platform that administered 25% of Canada's daily COVID vaccine doses at peak.
When Lovable arrived, the architectural lessons from a childhood spent watching things get built collided with a tool that lets one person build what used to require a team. In six weeks, I won the global $100K grand prize against 5,800 other builders. The prize was real. The validation was that the same instincts that helped me scale Verto — taste, system thinking, repetition with care — translated directly to AI-native solo operation.
I'm a generalist by necessity, an architect by training, and an AI operator by the unusual coincidence that the entire field is now built on the kind of work I've quietly been doing for ten years.
Taste, truth, and repetition. Directed by purpose. Delivered with kindness.
