HL7 debugging and remediation
Practical patterns for triage, mapping consistency, validation, and reducing interface noise.
Insights
Notes on interoperability, data quality, and AI-ready healthcare pipeline delivery.
Featured notes
Short, practical notes from real delivery work. Each note is useful even if we never work together.
FHIR mapping and profile-driven transforms
Approaches for building repeatable source-to-FHIR pipelines that hold up through production change.
AI-ready data quality workflows
Validation-first delivery so downstream analytics and AI products stay reliable by default.
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