AI isn't magic, it's math! 🧠 Andrej Karpathy's micro-GPT shows how the powerful Transformer model can be understood. I break it down for fellow physician-developers on the blog. 💻
#LearnToCode #PhysicianDeveloper #doctorswhocode
#LearnToCode #PhysicianDeveloper #doctorswhocode
February 22, 2026 at 7:00 PM
AI isn't magic, it's math! 🧠 Andrej Karpathy's micro-GPT shows how the powerful Transformer model can be understood. I break it down for fellow physician-developers on the blog. 💻
#LearnToCode #PhysicianDeveloper #doctorswhocode
#LearnToCode #PhysicianDeveloper #doctorswhocode
I'm open-sourcing the Performance Glycemic Intelligence System (PGIS)! 🚀 For my fellow #doctorswhocode, this is a call to action. Fork it, adapt it, build on it. Let's champion transparency over black-box tech in medicine.
#opensource #physiciandeveloper #AIinmedicine
#opensource #physiciandeveloper #AIinmedicine
February 25, 2026 at 6:39 PM
I'm open-sourcing the Performance Glycemic Intelligence System (PGIS)! 🚀 For my fellow #doctorswhocode, this is a call to action. Fork it, adapt it, build on it. Let's champion transparency over black-box tech in medicine.
#opensource #physiciandeveloper #AIinmedicine
#opensource #physiciandeveloper #AIinmedicine
Prompting is not automation.
If you are still pasting transcripts, asking for notes, asking for codes, checking errors, and moving drafts manually…
you are not automated.
You are doing assisted manual labor with a faster assistant. 🤖📋
Time to build agents.
#PhysicianDeveloper #HealthTech
If you are still pasting transcripts, asking for notes, asking for codes, checking errors, and moving drafts manually…
you are not automated.
You are doing assisted manual labor with a faster assistant. 🤖📋
Time to build agents.
#PhysicianDeveloper #HealthTech
May 26, 2026 at 6:15 PM
Prompting is not automation.
If you are still pasting transcripts, asking for notes, asking for codes, checking errors, and moving drafts manually…
you are not automated.
You are doing assisted manual labor with a faster assistant. 🤖📋
Time to build agents.
#PhysicianDeveloper #HealthTech
If you are still pasting transcripts, asking for notes, asking for codes, checking errors, and moving drafts manually…
you are not automated.
You are doing assisted manual labor with a faster assistant. 🤖📋
Time to build agents.
#PhysicianDeveloper #HealthTech
Built as a single HTML file. Zero dependencies. No npm install. No framework.
Just vanilla JS because a bedside tool needs to:
📦 Deploy anywhere (intranet, GitHub Pages, your phone)
⏱️ Load in milliseconds
🔒 Run a decade from now without breaking
Boring tech. On purpose. #MedTech #PhysicianDeveloper
Just vanilla JS because a bedside tool needs to:
📦 Deploy anywhere (intranet, GitHub Pages, your phone)
⏱️ Load in milliseconds
🔒 Run a decade from now without breaking
Boring tech. On purpose. #MedTech #PhysicianDeveloper
March 8, 2026 at 10:57 PM
Built as a single HTML file. Zero dependencies. No npm install. No framework.
Just vanilla JS because a bedside tool needs to:
📦 Deploy anywhere (intranet, GitHub Pages, your phone)
⏱️ Load in milliseconds
🔒 Run a decade from now without breaking
Boring tech. On purpose. #MedTech #PhysicianDeveloper
Just vanilla JS because a bedside tool needs to:
📦 Deploy anywhere (intranet, GitHub Pages, your phone)
⏱️ Load in milliseconds
🔒 Run a decade from now without breaking
Boring tech. On purpose. #MedTech #PhysicianDeveloper
The model provides capability. The harness governs behavior. In medicine, that distinction is part of clinical responsibility.
Read the full article at DoctorsWhoCode.blog.
#DoctorsWhoCode #PhysicianDeveloper #ClinicalAI #AIAgents #AgentHarness #ResponsibleAI #HealthTech #WorkflowDesign
Read the full article at DoctorsWhoCode.blog.
#DoctorsWhoCode #PhysicianDeveloper #ClinicalAI #AIAgents #AgentHarness #ResponsibleAI #HealthTech #WorkflowDesign
Physician-Developer Learning Platform | Doctors Who Code
Doctors Who Code is the official site of Chukwuma Onyeije, MD, FACOG, an Atlanta maternal-fetal medicine specialist and physician-developer writing about AI in medicine, clinical software, interoperab...
DoctorsWhoCode.blog
August 28, 2026 at 2:09 AM
The model provides capability. The harness governs behavior. In medicine, that distinction is part of clinical responsibility.
Read the full article at DoctorsWhoCode.blog.
#DoctorsWhoCode #PhysicianDeveloper #ClinicalAI #AIAgents #AgentHarness #ResponsibleAI #HealthTech #WorkflowDesign
Read the full article at DoctorsWhoCode.blog.
#DoctorsWhoCode #PhysicianDeveloper #ClinicalAI #AIAgents #AgentHarness #ResponsibleAI #HealthTech #WorkflowDesign
Doctors don’t usually lack ideas.
We lack uninterrupted time. 🩺💻
Rounds. Consults. Calls. Notes. Results. Family. Admin chaos.
The async doctor problem is simple:
The agent can keep working.
The doctor cannot always stay seated.
#PhysicianDeveloper #MedTech
We lack uninterrupted time. 🩺💻
Rounds. Consults. Calls. Notes. Results. Family. Admin chaos.
The async doctor problem is simple:
The agent can keep working.
The doctor cannot always stay seated.
#PhysicianDeveloper #MedTech
May 15, 2026 at 12:51 AM
Doctors don’t usually lack ideas.
We lack uninterrupted time. 🩺💻
Rounds. Consults. Calls. Notes. Results. Family. Admin chaos.
The async doctor problem is simple:
The agent can keep working.
The doctor cannot always stay seated.
#PhysicianDeveloper #MedTech
We lack uninterrupted time. 🩺💻
Rounds. Consults. Calls. Notes. Results. Family. Admin chaos.
The async doctor problem is simple:
The agent can keep working.
The doctor cannot always stay seated.
#PhysicianDeveloper #MedTech
1/3 🧠⚕️
When clinical AI fails, most physicians ask the wrong question.
Not: “Will malpractice cover me?”
But: “Was I in the room when the choices that caused this failure were made?”
That is the real accountability question.
#AIinMedicine #PhysicianDeveloper #MedTwitter #HealthTech
When clinical AI fails, most physicians ask the wrong question.
Not: “Will malpractice cover me?”
But: “Was I in the room when the choices that caused this failure were made?”
That is the real accountability question.
#AIinMedicine #PhysicianDeveloper #MedTwitter #HealthTech
March 27, 2026 at 9:21 PM
1/3 🧠⚕️
When clinical AI fails, most physicians ask the wrong question.
Not: “Will malpractice cover me?”
But: “Was I in the room when the choices that caused this failure were made?”
That is the real accountability question.
#AIinMedicine #PhysicianDeveloper #MedTwitter #HealthTech
When clinical AI fails, most physicians ask the wrong question.
Not: “Will malpractice cover me?”
But: “Was I in the room when the choices that caused this failure were made?”
That is the real accountability question.
#AIinMedicine #PhysicianDeveloper #MedTwitter #HealthTech
Shared decision-making. A NICU glossary. Questions for your consultation.
And unlike a 2018 YouTube video — it updates when the evidence does. 🔄
Read the full piece 👇
🔗 www.doctorswhocode.blog/blog/limits-...
#doctorswhocode #PhysicianDeveloper #OpenMFM #MFM #PatientEducation #Periviability 🩺
And unlike a 2018 YouTube video — it updates when the evidence does. 🔄
Read the full piece 👇
🔗 www.doctorswhocode.blog/blog/limits-...
#doctorswhocode #PhysicianDeveloper #OpenMFM #MFM #PatientEducation #Periviability 🩺
The Limits of Viability: What Patients Find Before They Find You | Doctors Who Code
When families face periviability, they search before they call. What they find shapes everything. Here is why physician-developers have a responsibility to build better.
www.doctorswhocode.blog
March 22, 2026 at 9:24 PM
Shared decision-making. A NICU glossary. Questions for your consultation.
And unlike a 2018 YouTube video — it updates when the evidence does. 🔄
Read the full piece 👇
🔗 www.doctorswhocode.blog/blog/limits-...
#doctorswhocode #PhysicianDeveloper #OpenMFM #MFM #PatientEducation #Periviability 🩺
And unlike a 2018 YouTube video — it updates when the evidence does. 🔄
Read the full piece 👇
🔗 www.doctorswhocode.blog/blog/limits-...
#doctorswhocode #PhysicianDeveloper #OpenMFM #MFM #PatientEducation #Periviability 🩺
Full post + the complete 3-part series 👇
www.doctorswhocode.blog/blog/physici...
#PhysicianDeveloper #ClinicalAI #AugmentedIntelligence #DoctorsWhoCode #HealthTech #MedTwitter
www.doctorswhocode.blog/blog/physici...
#PhysicianDeveloper #ClinicalAI #AugmentedIntelligence #DoctorsWhoCode #HealthTech #MedTwitter
Augmented Intelligence Is a Physician Problem. That Makes It a Physician-Developer Opportunity. | Doctors Who Code
The AMA opened the door. Physicians must decide what to do with it. The survey data is not a comfort. It's a challenge. Here's what physician-developers do next.
www.doctorswhocode.blog
March 19, 2026 at 8:24 PM
Full post + the complete 3-part series 👇
www.doctorswhocode.blog/blog/physici...
#PhysicianDeveloper #ClinicalAI #AugmentedIntelligence #DoctorsWhoCode #HealthTech #MedTwitter
www.doctorswhocode.blog/blog/physici...
#PhysicianDeveloper #ClinicalAI #AugmentedIntelligence #DoctorsWhoCode #HealthTech #MedTwitter
"Being consulted" means showing up after the architecture is already decided.
After the training data is assembled.
After the model is tuned.
That's not a seat at the table. 🪑
That's a seat in the audience.
The seat worth having is the builder's seat. 💻
#PhysicianDeveloper #MedTwitter
After the training data is assembled.
After the model is tuned.
That's not a seat at the table. 🪑
That's a seat in the audience.
The seat worth having is the builder's seat. 💻
#PhysicianDeveloper #MedTwitter
March 17, 2026 at 2:02 PM
"Being consulted" means showing up after the architecture is already decided.
After the training data is assembled.
After the model is tuned.
That's not a seat at the table. 🪑
That's a seat in the audience.
The seat worth having is the builder's seat. 💻
#PhysicianDeveloper #MedTwitter
After the training data is assembled.
After the model is tuned.
That's not a seat at the table. 🪑
That's a seat in the audience.
The seat worth having is the builder's seat. 💻
#PhysicianDeveloper #MedTwitter
www.doctorswhocode.blog/blog/icu-to-...
#DoctorsWhoCode #DigitalHealth #AIinMedicine #MetabolicHealth #Type2Diabetes #EnduranceTraining #Wearables #HealthTech #PhysicianDeveloper #PGIS
#DoctorsWhoCode #DigitalHealth #AIinMedicine #MetabolicHealth #Type2Diabetes #EnduranceTraining #Wearables #HealthTech #PhysicianDeveloper #PGIS
From the ICU to the Marathon Course: What AI-Driven Glycemic Control Teaches Us About Athletic Performance | Doctors Who Code
A physician-developer explores the powerful parallels between AI-driven glycemic control in the ICU and metabolic management for endurance athletes with Type 2 diabetes, introducing the Performance Gl...
www.doctorswhocode.blog
March 17, 2026 at 12:37 AM
Experimentation is vital, but so is efficiency. 💡 While the #OpenClaw journey provided great insights into agentic workflows, I’m returning to streamlined processes that allow more focus on maternal-fetal medicine innovation. 🚀
#AI #PhysicianDeveloper #MFM #CodingLife
#AI #PhysicianDeveloper #MFM #CodingLife
February 12, 2026 at 2:49 PM
Experimentation is vital, but so is efficiency. 💡 While the #OpenClaw journey provided great insights into agentic workflows, I’m returning to streamlined processes that allow more focus on maternal-fetal medicine innovation. 🚀
#AI #PhysicianDeveloper #MFM #CodingLife
#AI #PhysicianDeveloper #MFM #CodingLife
Drop your questions below 👇
#PhysicianDeveloper #SelfHostedAI #OpenClaw #MedicalAI #DoctorsWhoCode #AIInHealthcare #ClinicalAI #HealthTech #CloudComputing #PhysicianLeadership
#PhysicianDeveloper #SelfHostedAI #OpenClaw #MedicalAI #DoctorsWhoCode #AIInHealthcare #ClinicalAI #HealthTech #CloudComputing #PhysicianLeadership
February 10, 2026 at 2:17 AM
Drop your questions below 👇
#PhysicianDeveloper #SelfHostedAI #OpenClaw #MedicalAI #DoctorsWhoCode #AIInHealthcare #ClinicalAI #HealthTech #CloudComputing #PhysicianLeadership
#PhysicianDeveloper #SelfHostedAI #OpenClaw #MedicalAI #DoctorsWhoCode #AIInHealthcare #ClinicalAI #HealthTech #CloudComputing #PhysicianLeadership
Tired of using clunky medical software designed by people who've never treated a patient? 🤦♀️ There's a solution: become the doctor who builds better tools! Our latest post shows you how to start. #DoctorsWhoCode #HealthIT #MedicalApps #PhysicianDeveloper
March 26, 2025 at 4:22 PM
Tired of using clunky medical software designed by people who've never treated a patient? 🤦♀️ There's a solution: become the doctor who builds better tools! Our latest post shows you how to start. #DoctorsWhoCode #HealthIT #MedicalApps #PhysicianDeveloper
📢 Learning how to leverage tools like @ClaudeAI, @DescriptApp, & @elevenlabsio is *critical* for staying ahead in this new era of AI-driven search & creation.🔍
#AIContentCreation #PhysicianDeveloper #DoctorsWhoCode
#AIContentCreation #PhysicianDeveloper #DoctorsWhoCode
December 4, 2024 at 2:16 PM
📢 Learning how to leverage tools like @ClaudeAI, @DescriptApp, & @elevenlabsio is *critical* for staying ahead in this new era of AI-driven search & creation.🔍
#AIContentCreation #PhysicianDeveloper #DoctorsWhoCode
#AIContentCreation #PhysicianDeveloper #DoctorsWhoCode