Journal
Field notes from sovereign builds.
What we learn shipping agentic systems onto hardware our clients own. Written plainly, illustrated properly, no hype.
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AI sovereignty is a spectrum.
A practical guide to where your AI runs, who can operate it, and who owns what it learns, with the UAE as a concrete example.
Read the essay -
The secret sauce to building specialized AI agents.
There are two ways to make a model an expert in your domain: fine-tune it, or hand it the right knowledge at the right moment. This is the second way, one failure at a time.
Read the essay -
Your model shouldn’t see your entire toolbox.
Eighty tools is prompt bloat wearing a new coat. Keep the top level boring, and let the rest of the toolbox wait for its cue.
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Your agent doesn’t need a better prompt.
It needs a thicker harness. Why patching the system prompt never converges — and what to build instead.
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