What we’ve learned shipping AI into real organisations: method, governance, and the distance between a demo and a system.
Open weights caught up. A frontier-class model now ships under MIT, and a capable one runs on a single workstation GPU. For clients whose data cannot leave the premises, that changes the answer. This is the anatomy of a build where the network cable is optional.
Thomas · 14 July 2026 · 6 min read
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A Sydney region alone does not keep your data under Australian law.
How we let teams build on real data without ever touching what makes it risky.