CivitasOPSCivil Engineering AI

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AI in licensed practice

Surveying, the documents it runs on, and what we have learned building an AI that has to show its working — including the readings it got wrong, what the flag looked like, and what we changed. What we think, not how it is built.

14 Aug 2026 · The CivitasOPS team

The worst kind of wrong

An answer with one thing missing looks exactly like a complete one. That is the failure we spend most of our care on.