Essays on AI implementation and the shift in software engineering.

Notes on software engineering, AI implementation, architecture, and the production details that decide whether a system earns trust inside an organization.

AI Transition9 min read

Software Engineers Are Not Safe. They’re Early.

The real opportunity is not protecting the old engineering position. It is using today’s edge to ship, test, and learn before the cost of building drops again.

April 2026Read article

Browse the writing archive for longer technical notes and essays.