What a Clinic Website Actually Has to Do in the UAE
Most clinic websites are built like brochures: a hero, a list of services, a contact page. Patients do not use them like brochures. A patient arrive…
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Modelling Medical Device Size Variants as SKUs: A Ureteral Stent Example
Medical device catalogues have a recurring design problem: one product, many size variants. A ureteral stent might come in six diameters, a dozen le…
Validating Medical Device Specs in Python: A Stone Basket Example
If you maintain a product catalogue or ERP feed for medical devices, bad specification data is a quiet source of errors. A basket listed with the wr…
Your Healthcare Voice AI Agent Needs a Compliance Gate (Before It Costs You $50,000)
An $800 voice agent cost a healthcare founder $50,000. I heard this directly from him last week. The agent worked. The voice was natural and the int…
Can The Public Trust The Numbers If They Can’t Understand Them? ; A Research Paper Summarization on Covid 19 Vaccination Data Visualization Issues
Main Research Questions and Why They Matter The main research questions asked by the research paper authors were: What are issues with visualizing v…
Medical records giant Epic pauses product development to fix security bugs that risk patients’ data
The healthtech software giant, which makes the widely used MyChart system for accessing medical data, will focus on fixing security bugs for the nex…
Architecting Autonomous Healthcare Concierge Agents: From Partial Slot Extraction to Bi-Directional Database Sync & Sub-100ms Tool Traces
Architecting Autonomous Healthcare Concierge Agents: From Partial Slot Extraction to Bi-Directional Database Sync & Sub-100ms Tool Traces [!NOTE…
RonanRX: Vertically Integrated Pharmaceuticals for Peptides and GLP-1s!
Engineering Vertical Integration in Pharmaceutical Manufacturing: The RonanRx Stack The pharmaceutical industry suffers from a systemic architectura…
How We Built EIR: A Secure Healthcare Agent Fleet on Google Cloud
For the past month, our team has been building EIR: Healthcare Agent Fleet , a secure multi-agent platform for patient access, recovery, scheduling,…
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…
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,…
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…
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…
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…
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…