Notes from
the work.

Software, systems, and the things I’m learning along the way. From first principles to AI in production.

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A little theory. A lot of practice.

Watercolor notebooks, an open sketchbook and a wooden pencil on a cream surface

Career & life7 min read

Build a data inventory before a handbook assistant

Map source authority, permitted uses, audience and derived copies in a fictional handbook assistant, then design a concrete document-withdrawal exercise.

29 Oct 2026

Foundation

Career & life9 min read

Choose the next skill by its dependencies

Choose the next skill from the dependencies of a receipt organizer, with clear questions and evidence for each boundary.

4 Oct 2026