Blog
On learning architecture, AI integration, and building systems that make great learning possible at scale.
Why most AI rollouts fail despite good tools — and what I learned integrating LLM copilots across three very different teams.
Why bolting accessibility onto finished courses will always fail — and how to embed it into the foundation of your development process.
Most learning teams are buried in production mechanics. The fix isn’t more people — it’s identifying which work is mechanical and systematizing it.