Christopher Ross

What I do now

I build AI operations infrastructure for learning and content organizations. That means routing layers that connect Claude, local models, and GitHub Copilot by cost and capability. Agent persona libraries scoped to your team’s actual roles. Billing attribution that tells a CFO what AI actually cost this week. Governance documentation that legal and compliance can work from. And the whole thing integrated into your existing WordPress and LMS stack.

The work exists at an intersection that very few people occupy: AI architecture, learning technology depth (LearnDash, Sensei, xAPI), WordPress core expertise, and a Master’s degree in learning and technology in progress. That combination is why organizations in media, education, and corporate L&D hire me instead of a general AI consultant.

AIOS — AI operations infrastructure I built for my own practice

Before I build AI ops infrastructure for a client, I run it for myself. AIOS is the routing system I built to manage my own consulting and client work. It routes tasks across Claude, Ollama (local models), and GitHub Copilot based on cost and capability. Every task is logged with billing attribution — I can answer “what did AI cost me this week” at any time. The system maintains a library of over 50 specialized agent personas for different tasks: WordPress expert, accessibility auditor, instructional designer, content editor, brand strategist, and more.

Every client implementation is an adapted version of this architecture. I’m not proposing a theoretical framework — I’m deploying a tested system into your organization’s context. The governance documentation, routing rules, and agent persona library I deliver are built from the same patterns that run my own operation.

WordPress got me here

I built my first website in 1996 and went professional in 1998. I adopted WordPress in 2007 and it has been my core platform ever since. At peak, I was doing WordPress work for Postmedia (Calgary Herald, The StarPhoenix, Canada.com on WordPress VIP), the National Post, the Government of Canada, and enterprise clients like Corel and Ferrero.

That history matters for two reasons. First, WordPress is the integration layer I know best — when I build AI ops infrastructure for a learning or content organization, it lands cleanly inside their WordPress and LMS stack because I understand those systems at a core-contributor level. Second, the work I did for publishers and media organizations is exactly the context that informs how I think about AI ops for editorial and content teams. I’ve operated inside those production workflows. I know what breaks.

The Master’s degree and why it matters

I’m completing a Master’s in Learning and Technology. The research focus is AI in learning environments — governance, pedagogical integration, LMS architecture, and the accountability questions that learning organizations face when adopting AI at scale.

This matters for the AI ops work because my ICP — corporate L&D departments, universities, media companies with training functions — is not just deploying AI for productivity. They’re deploying AI inside learning environments where accountability, accuracy, and governance carry additional weight. The combination of technical depth and learning-design research means I understand the problem at both layers: the infrastructure and the pedagogy.

Outside the work

I live in Fort Erie on the Niagara peninsula. Father of three who are starting active lives of their own, with more pets than people in the house. I volunteer with at-risk youth and help fundraise for The Ass Menagerie Sanctuary (TAMS), a donkey rescue in Wainfleet, Ontario. An avid sailor, a devoted woodworker, and a recovering photographer who now writes about the web instead of pointing cameras at it.

Clients

Recognizable names from the last two decades include M.L. Campbell, Sayerlack, Sherwin-Williams, Postmedia (Calgary Herald, The StarPhoenix, Canada.com on WordPress VIP), the National Post, the Government of Canada, Corel, and Ferrero. Published builds: M.L. Campbell Training Center, M.L. Campbell Website, Sayerlack Website, and Canada.com.

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