The Pattern
I have always been drawn to systems that convert: sales systems, e-commerce systems, automation systems, and now AI-assisted production systems.
About Chris
Strategic orchestrator. AI systems architect.
I discovered that the gap between vibe coding and production systems is not as wide as people think if you know how to work with AI.
My Story
From e-commerce to AI systems
The Method
I do not treat AI like a magic box. I treat it like a collaborator inside a governed workflow: brief, build, test, correct, document, ship.
Timeline
Built through reps
2010
E-Commerce Foundation
Shopify, affiliate marketing, building systems that convert.
2016
Early AI Adoption
Shopify Kit, chatbots, marketing automation. Using AI before "AI" was a buzzword.
2020
Generative AI Era
Day one user of the first AI writing tools. Saw the shift before most knew it was coming.
2024
The Methodology
Developed proprietary systems for human-AI collaboration. Documented. Repeatable. Battle-tested.
NOW
AI Systems Architect
Shipping senior-level production systems as a solo builder. The methodology works.
What I Build
Production systems, not theater
Full-Stack Systems
Modern frontends, SSR architecture, APIs, and production deployment patterns.
AI Workflows
Human-in-the-loop systems, behavioral evaluations, prompt architectures, and agent workflows.
Technical Strategy
Infrastructure design, automation roadmaps, and deployment systems that survive real use.