
Our monitor looked healthy for days but could not send an alert ↗
Our MediOrbis intake monitor saw failure for one sample. The alert engine needed two, and a delayed database copy hid failures from the rule in the first place.
All postsI run urgent care clinics and build the AI that runs them. Engineering notes, clinic build logs, and things I learned the hard way.

Our MediOrbis intake monitor saw failure for one sample. The alert engine needed two, and a delayed database copy hid failures from the rule in the first place.
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My orchestrator stopped on every pull request to ask if it should merge. I gave it two gates and one habit instead: merge when the gates are green, then verify what actually landed.
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