Why LLM reasoning isn't enough for medical scheduling math
I’ve seen plenty of people try to make Claude or GPT-4 act like a specialized scheduler. They prompt it heavily: "You are a precise medical assistan…
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Patient Portal Login With Convenient Authorization and Explicit Data Consent
Use delegated login for authentication convenience, but record patient consent as a separate, versioned domain event inside the portal. The deciding…
We ran our own note checker against a public scribe benchmark. Here is what it missed.
Krasyn ships a tool called Note Check. Paste a visit transcript and the note any AI scribe drafted from it, and it labels each sentence Supported, U…
We published how we measure our AI scribe's faithfulness, and built a checker anyone can run on any scribe's note
I founded Krasyn, an outpatient EMR with an AI scribe inside it. Krasyn has run a working outpatient clinic's real patient records since March 2026,…
CareCloud confirms 3.7M patients had their medical records stolen in data breach
The cyberattack at CareCloud resulted in one of the largest reported data breaches in the U.S. healthcare industry this year.
"Sabotage": Experts, lawmakers blast RFK Jr. for destroying healthcare research
US healthcare is broken. Under RFK Jr., the research agency working to fix it is, too.
Where deterministic matching ends: cleaning and matching patient records with AI
Every organisation that runs more than one system eventually holds the same person several times over. A referral arrives with a shortened first nam…
From meeting audio to structured minutes in health settings
Most health services we talk to are drowning in meetings before they get anywhere near a patient. Clinical governance committees, quality and safety…
Mining patient feedback and complaints for themes
Most health services in Australia are sitting on several years of patient comments that nobody has read from start to finish. The Likert scores get…
The Headset Is the Sensor: Building VR a Clinician Will Actually Act On
I have shipped XR that gets judged on whether it feels good, and XR that gets judged on whether a doctor can act on the number it produced. They loo…
The server rejected the norepinephrine — and that was the best thing that happened
I'm a critical care physician in Colombia. For months I've been building OMAXI, an LLM pipeline that reads Spanish clinical documents — nursing reco…
Messages Need a Protocol Before They Need a Chat UI
A patient taps a kiosk and asks for help. A staff member replies from another screen. The same message may appear in the app, trigger a push notific…
CareCloud begins to notify hundreds of thousands after hackers stole medical records
The health tech data giant, which handles vast amounts of patients' medical data, said hackers struck one of its protected health data stores.
AI Medical Scribe: Build vs Buy Nuance DAX & Abridge
Every healthcare AI team lands on the same question eventually. You want ambient clinical documentation in your product, and there are two obvious p…
Hackers stole ‘significant’ amount of data from tech firm relied on by thousands of US hospitals and pharmacies
Edinburgh-based tech firm Craneware said customer data was stolen during a cyberattack. The company makes software that thousands of U.S. hospitals,…
Who Owns the Clock
A patient asked why she got two reminder texts a day when everyone else got one. Fair question. She had two open episodes in my Medicare RTM engine,…
Watching or Working
Until this week, the console that files all my Medicare claims had no way to sign out. Plain forms, no animation, not one hour of visual design. Mea…
The Number That Never Existed
A single made-up number, 1.9 percent, almost killed an experiment that never ran. Then I found the same lie hiding in my Medicare billing engine and…
Green Is a Timestamp
A test failed in my Medicare reimbursement engine on a day nobody touched the code. No commit, no deploy, no new data. I read the diff twice looking…
Will AI fix prior authorization—or make it worse?
The government is piloting a program that uses AI for insurance-coverage decisions.
EndoSeg: What We Built, What We Didn't, and Why the Overlay Lies a Little
EndoSeg was built for the Nebius Serverless AI Builders Challenge Nebius Serverless AI Builders Challenge nebius.com we had fine-tune an ovarian-les…
How ICD-10 Codes Map to an HCC / RAF Score (and Why the Same Code Set Yields Different Scores)
If you're building anything that touches Medicare Advantage risk adjustment, sooner or later you hit this question: "How do ICD-10 codes map to an H…
What building a real patient management system taught me about "healthcare AI developer"
Why "healthcare AI developer" is such a hard thing to search for A few weeks back, a founder messaged me on GitHub with a question that stuck with m…
Stop Leaking Medical Data! Build a Privacy-First Skin Cancer Classifier with Federated Learning & PySyft 🩺🛡️
Data is the new oil, but in healthcare, data is more like plutonium—extremely valuable but incredibly dangerous if handled incorrectly. If you are b…
HL7v2 Isn’t Legacy — It’s the Backbone
HL7v2 is so embedded in healthcare that people often forget to explain what it actually is. HL7v2 (Health Level Seven version 2) is a messaging stan…
Designing SAP Integrations for Hospitals in Venezuela: What Actually Makes Sense
In most hospital IT conversations in Venezuela, SAP shows up as a kind of magic word: “ If we put SAP in, inventory, billing, purchases and HR will…
I built an AI for relationships — here's why nobody else has
Every developer I know has built something for themselves. A productivity tool. A habit tracker. A personal finance app. An AI that makes them smart…
How Developers Can Build an AI Patient Booking Agent for Healthcare Clients
Healthcare providers lose appointments every day because patients cannot reach the clinic outside business hours. According to industry reports, nea…
How to Add Drug Interaction Checking to Your Health App in 5 Minutes
Nearly 1 in 4 Americans takes a prescription drug alongside a dietary supplement. That's roughly 75 million people who might not know that their fis…
HIPAA Risk Assessment in 2026: A Healthcare Engineer's Field Guide
If you build, run, or audit systems that touch protected health information (PHI), the HIPAA risk assessment is the document that quietly decides wh…