Node.js Healthcare Appointment Retrieval: Latency-Bounded Reranking and Failure Recovery
Short answer: a healthcare appointment assistant retrieval architecture should bound retrieval and reranking with one response deadline, return evid…
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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…
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…
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…
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…
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…
Интероперабельность медданных: почему один биомаркер — это не один код
В каждой лаборатории один и тот же биомаркер называют по-своему, и кажется логичным «схлопнуть все синонимы в один код». Но это работает ровно напол…
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…
I Built a Medication Safety Companion for Home Care with Hermes Agent
This is a submission for the Hermes Agent Challenge : Build With Hermes Agent Across millions of homes, older adults managing multiple prescriptions…
HIPAA + HRSA + FTCA + OSHA at an FQHC: One Compliance Stack, Four Rulebooks
FQHCs run on a four-rulebook compliance regime — HIPAA, HRSA OSV, FTCA deeming, OSHA. The mistake we see most often is treating them as four separat…
Healthcare AI that runs where there's no internet — Gemma 4 on a $150 phone
Track: Build With Gemma 4 · Variant used: gemma4:e2b (default) and gemma4:e4b (compared) · Submission: individual Not a medical device. This is a re…
Three small models for healthcare intake — and what shipping all three taught me
Two months ago I started a portfolio project: build three small specialized language models for healthcare practice intake, benchmark each one hones…
5 things healthcare engineering teams get wrong about HIPAA CI/CD
I've spent the last six years building cloud infrastructure and CI/CD pipelines for healthcare and defense engineering teams. The same five mistakes…