Guides

Operator-grade writing from the AST engineering team — EMR/EHR, FHIR interoperability, AI clinical documentation, and the compliance architecture behind safe healthcare software.

A clean isometric technical diagram showing connected FHIR resource groups arranged along a patient timeline.
FeaturedFHIR

Designing a Longitudinal Patient Record with FHIR

How I design a longitudinal patient record with FHIR resources: identity, provenance, versioning, merges, and the failure modes that break real care.

SIShahnawaz Irfan · Aug 22, 2026 · 10 min read
50GuidesView all37EMRView all34AI Clinical DocumentationView all24Revenue CycleView all23FHIRView all15Healthcare ComplianceView all3Patient EngagementView all2CloudView all1Clinical Data & AnalyticsView all
Latest articles
A clean white studio still life shows a paper API spec, cable bundle, laptop edge, and one cobalt blue accent object in soft even light.10 min
FHIR

Building a CMS-Compliant Patient Access API

A practical guide to building a CMS-compliant patient access API with FHIR R4, SMART, OAuth, scopes, caching, consent, and audit controls.

SIShahnawaz Irfan · Aug 21, 2026
A close documentary photo shows a hospital integration rack with cables, labels, and a monitor edge lit by cool daylight.9 min
FHIR

FHIR R4 Migration Strategy for Legacy Systems

A practical FHIR R4 migration strategy for legacy healthcare systems: what to keep, what to wrap, and how to avoid a big-bang rewrite.

SIShahnawaz Irfan · Aug 20, 2026
Two interoperability engineers review interface specs and message logs at a cluttered hospital operations desk.9 min
FHIR

Interoperability Between Disparate EHR Systems

A practical guide to connecting Epic, Oracle Health, athenahealth, and more with FHIR, HL7v2, and vendor APIs without breaking workflow.

SIShahnawaz Irfan · Aug 20, 2026
Two engineers review a SMART on FHIR launch on dual monitors in a cluttered hospital integration room.10 min
FHIR

Building a SMART on FHIR App for Real Workflow

How I build SMART on FHIR apps that survive real clinical workflows, from launch context to auth, launch modes, edge cases, and testing.

SIShahnawaz Irfan · Aug 19, 2026
Two integration engineers review export logs and a whiteboard beside a laptop in a practical workspace.9 min
FHIR

Implementing FHIR Bulk Data for Population Health

Practical guide to FHIR Bulk Data API implementation for population health: export design, security, mapping, and operational pitfalls.

SIShahnawaz Irfan · Aug 18, 2026
Two engineers review interface diagrams and notes at a cluttered operations desk under cool monitor light.9 min
FHIR

The Best Partner for a TEFCA-Compliant HIE

What to look for in a TEFCA-compliant HIE partner: QHIN strategy, FHIR and HL7v2 integration, trust frameworks, operations, and go-live realities.

SIShahnawaz Irfan · Aug 17, 2026
Two engineers review FHIR mappings beside a cluttered monitor wall in a working integration room.10 min
FHIR

Designing a FHIR-Native Data Platform Across EHRs

Build a FHIR-native data platform that survives multiple EHRs, vendor quirks, and real production feeds without turning into a mapping swamp.

SIShahnawaz Irfan · Aug 16, 2026
Two people review AI validation paperwork and test cases at a conference table in a modest office lit by window light.10 min
AI Clinical Documentation

How I Validate AI Clinical Tools for FDA Compliance

A practical guide to validating AI clinical tools for FDA readiness, SaMD risk, clinical evidence, traceability, and change control.

MAMinhaj Ali · Aug 15, 2026