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When Fine-Tuning Stops Working: The Architecture Lesson That Took Our Healthcare AI From 60% to 92% Recall

We had a healthcare claims platform stuck at 45% recall on medical coding. Not 45% on a benchmark. 45% recall on CPT and ICD code assignment, in a sys…

aimachinelearningarchitecturehealthtech
Dev.to Jul 8, 2026, 16:16 UTC
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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," …

automationaihealthtechpython
Dev.to Jul 6, 2026, 00:22 UTC
EN

I Built a Privacy-First Health Record MCP Server That Runs Entirely on Your Machine

How I used the Model Context Protocol, Gemini Vision, and AES-256 encryption to let Claude answer questions about your personal health data — without …

mcpaipythonhealthtech
Dev.to Jul 4, 2026, 07:16 UTC
EN

Fix Your "Developer Slouch": Building a Real-time AI Posture Monitor with MediaPipe and Electron

We’ve all been there. You start your morning feeling like a Productivity God, sitting straight and typing at 120 WPM. Fast forward four hours, and you…

aiwebdevjavascripthealthtech
Dev.to Jul 4, 2026, 00:17 UTC
EN

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 intere…

healthtechapipythonvbc
Dev.to Jul 2, 2026, 16:38 UTC
EN

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-l…

pythonopensourcedatasciencehealthtech
Dev.to Jul 1, 2026, 19:22 UTC
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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 revie…

javascriptreactopensourcehealthtech
Dev.to Jun 18, 2026, 00:40 UTC
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Choosing a Healthcare Data Management Service Provider

Healthcare data projects tend to fail in the seams. The EHR exports one shape of patient data. The payer system expects another. Claims, labs, eligibi…

healthtechdataengineeringmdm
Dev.to Jun 17, 2026, 11:32 UTC
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Building a Life-Saving AI: Automating Medical Response with LangGraph and Python 🏥

Imagine your smartwatch detects an irregular heart rhythm at 3 AM. Instead of just waking you up with a frantic "beep," an AI agent immediately analyz…

pythonaiautomationhealthtech
Dev.to Jun 6, 2026, 00:31 UTC
EN

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 dev…

healthtechaiwebdevproductivity
Dev.to May 22, 2026, 10:21 UTC
EN

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 pat…

aillmhealthtechhindi
Dev.to May 19, 2026, 14:27 UTC
EN

How I Built a Real-Time IoT Hospital IV Monitor using ESP32 & Blynk

Walk into almost any hospital, and you’ll see nurses relying on simple visual checks to monitor IV fluid levels. It’s a dangerous gap in medical care—…

showdevesp32iothealthtech
Dev.to May 12, 2026, 08:36 UTC
EN

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 e…

aiwebdevhealthtech
Dev.to May 10, 2026, 16:38 UTC
EN

Stop Guessing Your Health: Building an Autonomous AI Nutritionist Crew with CrewAI and GPT-4o

We’ve all been there: you get your blood test results back, see a bunch of numbers in bold with "High" or "Low" next to them, and immediately spiral i…

aipythonsoftwarehealthtech
Dev.to May 5, 2026, 00:28 UTC

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