Notes from practice
Thinking aloud.
Thinking further.
Things I notice while building, learning and working with people. A point of view, with room for another.

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

AI / Idea2 Min.
It's not the model that's expensive
Model costs are the smallest line item in any serious AI project.

Health / Idea2 Min.
Prevention has no dashboard
What didn't happen is hard to bill — and even harder to celebrate.

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

AI / Idea2 Min.
Agents need boundaries
Autonomy is measured not in capability but in blast radius.

Health / Idea2 Min.
Interoperability is culture
The standards have been there for years. What is missing is the will to let go of the data.

AI / Essay3 Min.
AI is not a feature
A demo proves possibility. An operating model proves everyday reality.

Health / Essay3 Min.
Trust as a system property
In most markets, a mistake is a ticket. In healthcare, it is a person.

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