Published essay
What Is a Governed Repository?
Why AI-assisted development needs explicit project state around the code, not just faster implementation.
Governed Repository →Notes
Questions that keep coming out of the work.
These are current lines of inquiry, not claims of completed publication.
Published essay
The Simplest Way I Know to Explain AI Environmental Systems
A salt-water example for understanding what changes when the operating environment becomes an engineering surface.
AI Environment Approach — How It's Different →Cataloging and continuity
Why persistent AI environments need an account of what exists before retrieval and generation can remain coherent.
State in accelerated work
Why semantic completion and operational completion keep becoming confused as AI carries more of the implementation load.
Human capability
How more machine execution can coexist with more human understanding rather than less.
AI-native development
What changes when the person directing software development operates above the conventional code layer.