Guides

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

Two engineers review FHIR mappings beside a cluttered monitor wall in a working integration room.
FeaturedFHIR

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 · 10 min read
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Latest articles
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
Two healthcare operations staff review a worklist at a cluttered desk in a softly lit office.8 min
AI Clinical Documentation

Generative AI Use Cases That Actually Fit Healthcare Ops

A practical guide to generative AI in healthcare operations for 2026: where it works, where it fails, and how to evaluate it safely.

MAMinhaj Ali · Aug 14, 2026
An intake coordinator and nurse review a patient intake form at a busy clinic workstation.8 min
AI Clinical Documentation

How I Build an AI Triage Assistant for Intake

A practical guide to building an AI triage assistant for patient intake, from structured questioning and escalation rules to EHR workflows and safety checks.

MAMinhaj Ali · Aug 13, 2026
A clinician and a medical scribe review a note on a desktop monitor in a clinic exam room after a visit.9 min
AI Clinical Documentation

Automating Clinical Note Summarization Without Breaking Care

How we reduce documentation burden with AI note summarization, where it helps, where it breaks, and how to deploy it safely in live care workflows.

MAMinhaj Ali · Aug 12, 2026
A clinical AI engineer and compliance reviewer study model evaluation logs beside a workstation in a glass-walled operations room.11 min
AI Clinical Documentation

Deploying LLMs Safely in Clinical Settings

A practical LLMOps guide for clinical teams: guardrails, evaluation, logging, human review, and safer deployment patterns for live care workflows.

MAMinhaj Ali · Aug 11, 2026
Two clinicians and a software engineer huddle over a laptop in a small office while reviewing an AI workflow.9 min
AI Clinical Documentation

Who Builds HIPAA-Compliant AI Agents for Healthcare

Who actually builds HIPAA-compliant AI agents for healthcare workflows, what the team must own, and the failure modes that sink pilots.

MAMinhaj Ali · Aug 10, 2026
A stack of prior authorization paperwork sits on a clinic desk beside a keyboard in soft natural light.9 min
AI Clinical Documentation

Prior auth automation that actually lowers burden

AI prior authorization only helps when it fits the workflow, cites rules, and hands off cleanly. Here is how we cut admin burden without chaos.

MAMinhaj Ali · Aug 9, 2026
Two clinicians review a paper protocol beside an angled monitor in a softly lit workroom.10 min
AI Clinical Documentation

How We Build Clinical Decision Support with GenAI

A practical guide to building clinical decision support with generative AI: workflow design, guardrails, evaluation, and deployment lessons from the field.

MAMinhaj Ali · Aug 9, 2026