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Alert Steward is a clinical decision support agent that turns alert override feedback into persistent organizational memory. When a clinician dismisses a medication alert, Alert Steward stores the interaction in MongoDB and uses Claude to update an evolving hypothesis about why that alert keeps getting overridden. Every new interaction is read against existing memory — so the agent learns, revises its reasoning, and eventually surfaces its conclusions before the next clinician decides. Built on MongoDB Atlas (persistent agent memory), FastAPI, and Claude Haiku.

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