
Why context engineering was always the job
AI has general knowledge of the universe, not yours. The engineers who get results were always doing context work.
I ship systems that deliver impact. I understand technology and human organizational dynamics equally — and how to make them work together. Twenty years with UN agencies, international science, and media have sharpened that.

AI has general knowledge of the universe, not yours. The engineers who get results were always doing context work.
Software engineering is splitting into tiers, and in every tier the remaining human work is holding context.
AI-generated code is outpacing human understanding — and teams need to self-govern before someone else does.

The technology works, the design looks good, but content can't get to the reader — because nobody agreed on what a card is.
The static site generator I've backed for years just got its future sorted.
Benj Edwards burned through 50 projects in two months with AI coding agents and I know the feeling.

Every post needs a hero image. Sometimes you don't need the perfect one — you just need something that doesn't clash.

Vector embeddings at build time, cosine similarity in the browser. The same 23 MB model runs both sides.

No API keys, no external service — just a build step and one HTML attribute.

Pin comments on any live webpage and share them as a URL with no account and zero cost. As in free.
Open to strategic opportunities — let’s connect.
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