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Your AI assistant can generate a working prototype in minutes — but trusting it without testing is a recipe for disaster. These 10 practical tips for writing code with generative AI come from Automators Anonymous at the University of Michigan, where members build clinical, research, and operational tools using Power Automate, Power BI, Power Apps, JavaScript, SQL, SharePoint, and AI. From prompt engineering to data validation, this is the survival guide we wish we had when we started.

Standardized data flow for research studies that utilize mobile technologies at the University of Michigan. It depicts how data typically moves from a smart watch or wearable device, into University resources behind a firewall, and finally lands on long-term storage for preservation and analytics.

This article describes how to use the Referrals feature in TrackMaster. Referrals can be used to track hand-offs from one team to another or when a person receiving a service is referred to another team. This helps ensure that someone always follows up with the person receiving the service.

This article provides general guidance for sharing mobile data, based on the lessons learned by members of MeTRIC (https://metric.umich.edu), and evolving best practices from government and academic institutions worldwide.