Agents on FHIR - November 26, 2026
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Heartbeat is Trifork's FHIR analytics platform. It runs inside the customer's own Kubernetes cluster and builds a lakehouse from any FHIR R4 server. It pulls data with bulk $export and flattens it into tables with SQL on FHIR ViewDefinitions. Analysts then turn those tables into dashboards. In the Studio, analysts write views without code, check each FHIRPath expression against real sample data and see what a change would break before they publish it. An AI assistant helps draft views, SQL models and charts, and it fixes broken dashboards. It only proposes changes, and a person applies them. It sees field names, codes and counts but never patient-level values. In this live demo we take a FHIR server with about 2 million Synthea patients and go from import to a working clinical dashboard. We'll also share what real-world data taught us about FHIR analytics, such as one diagnosis coded in two systems and lab results in mixed units.