Essays on AI implementation and the shift in software engineering.

Notes on AI implementation, architecture, retrieval, agents, and the production details that decide whether a system earns trust in a real 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

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