Building Privacy-First Patient Education Interfaces
Healthcare websites increasingly use interactive forms, educational questionnaires, visual explainers, and decision-support interfaces to make compl…
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Cron Monitoring Explained: 3 Healthchecks and Custom Metrics API Trade-offs
TL;DR: Use a heartbeat when the only question is whether a scheduled job arrived on time. Use a custom metrics API when a healthtech experiment must…
Reduce SaaS LLM API Bills: Node.js Small-Model Routing Across 3 Healthtech Queues
To reduce the LLM API bill for a healthtech SaaS app, preserve the quality and latency of human review first. The practical choice is a durable regi…
API Routes and Server Actions — Production Error Capture Setup
TL;DR: instrument the server boundary first. Capture exceptions from API routes, route handlers, and server actions; attach the release and environm…
One API Key Across Model Providers: Compare Token Cost for Healthtech Moderation
Send every moderation report through one server-side gateway, but don't choose the model by the cheapest token rate. Short answer: one API key acros…
Healthtech Device-Risk APIs: JWKS Checks, Session Checks, and Boundary Decisions
Short answer: use JWKS verification when an API can make a local decision from a signed access token; use session verification when current server-s…
From Heartbeat to Hospital: Building a Closed-Loop Health Agent with LangGraph
We live in an era where our watches know more about our hearts than we do. But there’s a massive gap between receiving a "High Heart Rate" notificat…
How to Test Receipt Templates — Custom-Domain Transactional Email API Ownership
A beginner comparing MailerSend with Amazon SES or another simple transactional email API should not pick the cheapest option for welcome emails unt…
The Missing Role in Healthcare AI: Forward-Deployed Engineers
By Alireza Minagar, MD, MBA, MS (Software Engineering), MS (Bioinformatics) A machine-learning model can perform well in validation and still fail i…
Building a 'Chief Health Officer' with LangGraph: Automatically Filter Your Food Delivery Based on Real-Time Blood Sugar
We’ve all been there: it’s 7:00 PM, you’re exhausted after a long sprint, and you open a food delivery app. Your brain screams "Double Cheeseburger,…
Automating RAF Scoring in Real Time: An Architecture Walkthrough
If you've ever built a batch RAF job, you know the awkward truth: by the time the score lands, the encounter that produced it is long over. The inte…
Episia: Building an Open-Source Epidemiology Library in Python, Validated Against OpenEpi
Why Episia I am an MD candidate and a self-taught Python developer. Over the past year, working with epidemiological surveillance data in a resource…
How we built a medicine-substitution engine that refuses to be clever
How we built a medicine-substitution engine that refuses to be clever There is a category of bugs where the code looks perfectly correct in code rev…
Why Simple Audio Transcription Fails in Healthcare: The Need for Clinical Reasoning Engines
Building AI tools for healthcare is one of the most rewarding spaces in tech right now, but it's also a minefield of unique workflow hurdles. Many d…
Building Sakhi: Hindi Voice-to-Form for India's ASHA Workers, Solo in Six Weeks
TL;DR — Six-week solo build of a Hindi voice-to-form pipeline for India's ~1 million community health workers. Two deployment modes: a workstation p…
Wearables and the Rise of Everyday Bio-Surveillance
A few years ago, wearable technology felt empowered. You woke up, checked your sleep score, tracked your steps, monitored your heart rate and it fel…
How We Built ElderEase: An AI-Powered Healthcare Platform for Seniors
How We Built ElderEase: An AI-Powered Healthcare Platform for Seniors Healthcare technology is often built for hospitals and professionals — not for…
Где российские клинреки расходятся с международными гайдлайнами: справочник для врача на графе знаний
Идея этого продукта родилась дома. Моя жена работает врачом в клинике Фомина (известная московская клиника), и однажды она рассказала мне вещь, к ко…
Day 17: Building a Drug Interaction Checker for 22 Indian Languages - More Than Just Translation
3.2 seconds. That's how long it typically takes for someone to search for basic medicine info online. But what if that 'online' doesn't speak your m…