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Doctors Who Code

The official site of Chukwuma Onyeije, MD, FACOG.

Doctors Who Code is where I write as an Atlanta maternal-fetal medicine specialist and physician-developer building AI tools, clinical documentation systems, and physician-led software.

If you searched for Chukwuma Onyeije MD, Doctors Who Code, or physician-builder essays on AI in medicine, you are in the right place.

Clinical Work

Maternal-Fetal Medicine at Atlanta Perinatal Associates

Builder Focus

AI, documentation, interoperability, and bedside tools

Hermes AI operations partner dashboard concept with clinical, coding, and workflow systems connected around a physician-builder stack

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I Gave an AI Agent 94 Skills and Let It Help Run My Clinical, Coding, and Theology Workflows

Three weeks into running Hermes Agent in production, I can say this: the real value is not the model. It is the workflow ecosystem wrapped around it. Here is what 94 specialized skills looks like in a real physician-developer stack.

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Physician-Developer
AI in Medicine
Maternal-Fetal Medicine
Clinical Workflow
FHIR
Python
TypeScript
Clinical Documentation
Interoperability
Medical Billing
OpenMFM
Bedside Tools

147

Published Essays

390

Recurring Topics

MFM

Clinical Specialty

ATL

Clinical Base

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Production architecture diagram concept for Hermes Agent showing infrastructure, routing, logs, and healthcare AI workflow boundaries
AI in Medicine Featured

The Architecture Behind My 24/7 AI Operations Partner

The model is not the product. The workflow is the product. Here is a technical look at the production stack behind a physician-built AI operations partner: Docker, Traefik, model failover, rate limits, logs, HIPAA boundaries, and the failure modes I watch for every week.

· 13 min read
hermes-agentai-in-medicinephysician-developer
Vintage congenital heart disease textbook illustration of Ebstein's anomaly beside a modern cyan-lit echocardiography interface
Clinical + Code Featured

Dead Weight: What a 1970 Cardiology Textbook Taught Me About the Future of Clinical Evidence

A half-century-old textbook on congenital heart disease. A chapter on Ebstein's anomaly. A comparison that changed how I think about evidence, AI, and what we owe the next generation of physicians.

evidence-based-medicineclinical-evidenceebsteins-anomaly
Retro-futurist clinical illustration showing a physician, a worried Jetsons-style clinician, a robot projecting an AI efficiency dashboard, and an Orbit City medical center
Clinical AI Featured

The Jetsons Problem in Clinical Medicine

Artificial intelligence in clinical medicine promises abundance. The real risk is not too little data, but too little agency, attention, and equity.

· 9 min read
artificial intelligence clinical medicineAI in healthcarephysician burnout
Physician workstation showing a clinical evidence synthesis knowledge vault beside medical references and notes
Artificial Intelligence Featured

Building the Physician's Knowledge Flywheel

Why the vault gets exponentially more valuable the more you use it. The long-game thesis: this is the clinical infrastructure that vendors cannot build.

· 10 min read
second braincompound knowledgephysician builder
Physician using a command-driven clinical reasoning interface across dual monitors with case comparison and SOAP structure
Clinical + Code Featured

The Thinking Partner Commands Every Physician Should Build

Slash commands that replace the morning literature review. /challenge, /emerge, /connect, /close-clinic, /graduate: clinical reasoning augmentation, not automation.

· 11 min read
second brainslash commandsclinical reasoning

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About the Author

Chukwuma Onyeije, MD, FACOG

I am a maternal-fetal medicine specialist at Atlanta Perinatal Associates and a physician-developer building AI-powered clinical tools because physicians with domain expertise build better healthcare technology than distant vendors ever will.

I founded CodeCraftMD for physician-led AI documentation and billing systems, and OpenMFM.org for open-source maternal-fetal medicine education.

About Chukwuma Onyeije, MD, FACOG →

Official Site

DoctorsWhoCode.blog

Specialty

MFM / High-Risk OB

Credential

MD, FACOG

Project

CodeCraftMD

Project

OpenMFM.org