Notes from practice
Education is the longest lever.
Technology scales products. Education scales people — what we learn decides what becomes of AI and software. What interests me is learning as a system: real reasons to learn, honest feedback, tools that test understanding instead of delivering answers. AI can become the most patient tutor in history — if we build it that way. Good learning products measure ability, not clicks.

Education / Idea3 Min.
Using is not understanding
AI literacy begins the moment someone notices that the answer is wrong.

Education / Idea2 Min.
Testing the right thing?
When the machine delivers the result, the exam has to look at the path to it.

Education / Essay3 Min.
Learning as a system
Technology scales products. Education scales people.