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Beck_Moulton

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Predicting the Future of Your Blood Sugar: Building a CGM Spike Alert System with Temporal Fusion Transformers (TFT)

Predicting the Future of Your Blood Sugar: Building a CGM Spike Alert System with Temporal Fusion Transformers (TFT)

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4 min read

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Building an Autonomous Dietitian: Automating Your Nutrition with LangGraph, ReAct, and Oura Ring

Building an Autonomous Dietitian: Automating Your Nutrition with LangGraph, ReAct, and Oura Ring

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4 min read
Shielding Your Sleep: Mastering Differential Privacy for Health Apps with Google’s DP Library

Shielding Your Sleep: Mastering Differential Privacy for Health Apps with Google’s DP Library

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4 min read
Privacy First: Run Your Own Health Assistant LLM Entirely in the Browser (No Backend Required!)

Privacy First: Run Your Own Health Assistant LLM Entirely in the Browser (No Backend Required!)

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4 min read
Quantified Self 2.0: Stop Guessing Your Health History—Build a Personal Medical Vector Database

Quantified Self 2.0: Stop Guessing Your Health History—Build a Personal Medical Vector Database

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4 min read
From Beats to Burnout: Real-Time Stress Detection using HRV and Machine Learning

From Beats to Burnout: Real-Time Stress Detection using HRV and Machine Learning

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3 min read
Crushing 5GB of XML: Building a Blazing Fast Apple Health Parser with Rust and ClickHouse

Crushing 5GB of XML: Building a Blazing Fast Apple Health Parser with Rust and ClickHouse

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4 min read
Stop Digging Through PDFs: Build a FHIR-Standard EHR Knowledge Base with RAG

Stop Digging Through PDFs: Build a FHIR-Standard EHR Knowledge Base with RAG

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4 min read
Build Your Personal Bio-Metric Knowledge Graph: Integrating Obsidian, Neo4j, and RAG for the Ultimate Digital Twin

Build Your Personal Bio-Metric Knowledge Graph: Integrating Obsidian, Neo4j, and RAG for the Ultimate Digital Twin

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4 min read
Building a 'Chief Health Officer' with LangGraph: Automatically Filter Your Food Delivery Based on Real-Time Blood Sugar

Building a 'Chief Health Officer' with LangGraph: Automatically Filter Your Food Delivery Based on Real-Time Blood Sugar

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4 min read
Stop Overtraining: Build an AI Agent to Auto-Sync Your Fitness Plan with Your Heart Rate (LangGraph + Notion)

Stop Overtraining: Build an AI Agent to Auto-Sync Your Fitness Plan with Your Heart Rate (LangGraph + Notion)

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

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

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3 min read
Bye-bye Latency! Building a Private Skin-Lesion Screening AI Using WebLLM and WebGPU

Bye-bye Latency! Building a Private Skin-Lesion Screening AI Using WebLLM and WebGPU

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4 min read
Stop Manually Booking Appointments: Building an Autonomous AI Health Agent with Playwright and GPT-4o

Stop Manually Booking Appointments: Building an Autonomous AI Health Agent with Playwright and GPT-4o

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3 min read
High-Performance Health Data Integration: Scaling Apple HealthKit & Google Health Connect with Go and FHIR

High-Performance Health Data Integration: Scaling Apple HealthKit & Google Health Connect with Go and FHIR

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4 min read
Stop Slouching! Build an AI-Powered Posture Monitor with MediaPipe and Electron

Stop Slouching! Build an AI-Powered Posture Monitor with MediaPipe and Electron

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3 min read
Real-Time Arrhythmia Detection at the Edge: Deploying TinyML on ESP32 for Raw ECG Analysis

Real-Time Arrhythmia Detection at the Edge: Deploying TinyML on ESP32 for Raw ECG Analysis

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4 min read
Local-First Health: Running Llama-3 on iOS with MLX Swift for 100% Private Diagnostics

Local-First Health: Running Llama-3 on iOS with MLX Swift for 100% Private Diagnostics

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4 min read
Mastering the "Quantified Self": Building a Blazing-Fast Heart Rate Dashboard with DuckDB and Streamlit

Mastering the "Quantified Self": Building a Blazing-Fast Heart Rate Dashboard with DuckDB and Streamlit

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4 min read
Don't Ignore the Snore: Building a Sleep Apnea Detection Pipeline with Whisper and Librosa

Don't Ignore the Snore: Building a Sleep Apnea Detection Pipeline with Whisper and Librosa

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4 min read
Unlocking Private Health Insights: Fine-Tuning Llama-3 on Mac Studio with Apple MLX and LoRA

Unlocking Private Health Insights: Fine-Tuning Llama-3 on Mac Studio with Apple MLX and LoRA

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4 min read
Mastering Metabolic Health: Predicting Blood Glucose Spikes with TCN and PyTorch Lightning

Mastering Metabolic Health: Predicting Blood Glucose Spikes with TCN and PyTorch Lightning

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4 min read
Forget the Cloud: Building a Privacy-First AI Health Coach with Llama-3 and MLC-LLM on Your iPhone

Forget the Cloud: Building a Privacy-First AI Health Coach with Llama-3 and MLC-LLM on Your iPhone

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4 min read
Predicting Your Burnout: Building an HRV Stress Tracker with TCNs and Oura Ring Data

Predicting Your Burnout: Building an HRV Stress Tracker with TCNs and Oura Ring Data

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4 min read
Precision Medicine RAG: Building a Clinical Trial Search Engine with Hybrid Search and BGE-M3

Precision Medicine RAG: Building a Clinical Trial Search Engine with Hybrid Search and BGE-M3

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4 min read
Privacy First: Build Your Own Local Mental Health Assistant with Llama 3 and Apple MLX

Privacy First: Build Your Own Local Mental Health Assistant with Llama 3 and Apple MLX

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4 min read
Clean Heartbeats: Mastering PPG Denoising with Butterworth Filters and Adaptive Thresholding

Clean Heartbeats: Mastering PPG Denoising with Butterworth Filters and Adaptive Thresholding

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4 min read
From Pixels to Proteins: Building a Precise Dietary Analysis System with GPT-4o and SAM

From Pixels to Proteins: Building a Precise Dietary Analysis System with GPT-4o and SAM

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3 min read
Coding Burnout is Real: Build a Stress Warning Dashboard with Oura Ring & GitHub

Coding Burnout is Real: Build a Stress Warning Dashboard with Oura Ring & GitHub

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4 min read
Revolutionizing Dermatology: Building an Offline Skin Lesion Segmenter with Med-SAM and CoreML

Revolutionizing Dermatology: Building an Offline Skin Lesion Segmenter with Med-SAM and CoreML

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4 min read
Automate Your Healthcare: Building an AI Agent to Book Doctor Appointments and Archive Lab Reports

Automate Your Healthcare: Building an AI Agent to Book Doctor Appointments and Archive Lab Reports

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4 min read
Stop Guessing Your Meds: Building a Multimodal RAG Assistant with LLaVA and ChromaDB

Stop Guessing Your Meds: Building a Multimodal RAG Assistant with LLaVA and ChromaDB

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4 min read
Build an Autonomous Health Agent: Syncing Apple HealthKit to Notion with OpenAI Function Calling

Build an Autonomous Health Agent: Syncing Apple HealthKit to Notion with OpenAI Function Calling

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4 min read
Build Your Own AI Medical Assistant: Automating Health Report Analysis with AutoGPT & OpenAI

Build Your Own AI Medical Assistant: Automating Health Report Analysis with AutoGPT & OpenAI

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3 min read
Zero Data Leakage: Running Llama-3 Locally on iPhone with MLX-Swift for Ultra-Private Health Logs

Zero Data Leakage: Running Llama-3 Locally on iPhone with MLX-Swift for Ultra-Private Health Logs

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4 min read
Stop Guessing Your Meds: Building a Multi-Drug Conflict Scanner with GPT-4o & FDA API

Stop Guessing Your Meds: Building a Multi-Drug Conflict Scanner with GPT-4o & FDA API

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3 min read
Building Your "Longevity Knowledge Graph": Stop Ignoring 10 Years of Health Reports with GraphRAG and Neo4j

Building Your "Longevity Knowledge Graph": Stop Ignoring 10 Years of Health Reports with GraphRAG and Neo4j

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4 min read
From Spikes to Insights: Mastering CGM Glucose Prediction with Transformers and PyTorch

From Spikes to Insights: Mastering CGM Glucose Prediction with Transformers and PyTorch

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4 min read
How to Chat with 10 Years of Your Own Medical Records: A Quantified-Self RAG Tutorial

How to Chat with 10 Years of Your Own Medical Records: A Quantified-Self RAG Tutorial

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4 min read
Build Your Own "Longevity Scientist": A Paper-to-Action Agent using LangGraph & Mistral-7B

Build Your Own "Longevity Scientist": A Paper-to-Action Agent using LangGraph & Mistral-7B

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3 min read
From Blood Tests to Meal Plans: Building a Self-Correcting Health Agent with LangGraph

From Blood Tests to Meal Plans: Building a Self-Correcting Health Agent with LangGraph

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4 min read
Curing LLM Hallucinations: Building a Production-Grade Medical RAG with PubMed and Hybrid Search

Curing LLM Hallucinations: Building a Production-Grade Medical RAG with PubMed and Hybrid Search

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4 min read
Beyond the Cloud: Building an Ultra-Fast Skin Lesion Screener with MobileNetV3 and TensorFlow Lite

Beyond the Cloud: Building an Ultra-Fast Skin Lesion Screener with MobileNetV3 and TensorFlow Lite

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4 min read
Turn Your Bedroom into a Sleep Lab: Building an AI-Powered Sleep Apnea Screener with Whisper & FFT

Turn Your Bedroom into a Sleep Lab: Building an AI-Powered Sleep Apnea Screener with Whisper & FFT

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4 min read
Your DNA is Nobody’s Business: Building Private Health Agents with AWS Nitro Enclaves and XGBoost

Your DNA is Nobody’s Business: Building Private Health Agents with AWS Nitro Enclaves and XGBoost

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3 min read
Curing LLM Hallucinations: Building a Production-Grade Medical RAG with PubMed and Hybrid Search

Curing LLM Hallucinations: Building a Production-Grade Medical RAG with PubMed and Hybrid Search

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4 min read
From Messy Data to a Health Digital Twin: Building a Multimodal RAG Pipeline with Unstructured.io & LlamaIndex

From Messy Data to a Health Digital Twin: Building a Multimodal RAG Pipeline with Unstructured.io & LlamaIndex

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3 min read
From Pixels to Proteins: Building a Real-Time AI Nutritionist with GPT-4o-Vision and Pinecone

From Pixels to Proteins: Building a Real-Time AI Nutritionist with GPT-4o-Vision and Pinecone

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4 min read
From Pixels to Pills: Building an Automated Medication Safety Checker with GPT-4o Vision and Neo4j

From Pixels to Pills: Building an Automated Medication Safety Checker with GPT-4o Vision and Neo4j

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3 min read
Beyond Vector Search: How to Build a Medical-Grade GraphRAG to Crush LLM Hallucinations

Beyond Vector Search: How to Build a Medical-Grade GraphRAG to Crush LLM Hallucinations

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4 min read
Predicting Blood Glucose Fluctuations: Building a Transformer-based CGM Forecaster with PyTorch & InfluxDB

Predicting Blood Glucose Fluctuations: Building a Transformer-based CGM Forecaster with PyTorch & InfluxDB

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4 min read
Can Your Voice Reveal Depression? Building an Affective Computing Engine with Wav2Vec 2.0 and FastAPI

Can Your Voice Reveal Depression? Building an Affective Computing Engine with Wav2Vec 2.0 and FastAPI

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4 min read
Your Users’ Health Data is Not Your Asset—It’s a Liability. Here’s How to Fix It.

Your Users’ Health Data is Not Your Asset—It’s a Liability. Here’s How to Fix It.

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4 min read
From Pixels to Prescriptions: Building an Autonomous Healthcare Booking Agent with LangGraph

From Pixels to Prescriptions: Building an Autonomous Healthcare Booking Agent with LangGraph

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4 min read
Decoding Depression: Building an Affective Computing System with Wav2Vec 2.0 and TensorFlow

Decoding Depression: Building an Affective Computing System with Wav2Vec 2.0 and TensorFlow

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4 min read
Snoring is More Than Just Noise: Build a Sleep Apnea (OSA) Screening Engine with Whisper + Librosa

Snoring is More Than Just Noise: Build a Sleep Apnea (OSA) Screening Engine with Whisper + Librosa

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4 min read
From 10GB XML Hell to AI Heaven: Building a Personal Health RAG with LlamaIndex & DuckDB

From 10GB XML Hell to AI Heaven: Building a Personal Health RAG with LlamaIndex & DuckDB

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4 min read
Real-time Skin Lesion Segmentation on iPhone: Mastering MobileNetV4 and CoreML for On-Device Vision

Real-time Skin Lesion Segmentation on iPhone: Mastering MobileNetV4 and CoreML for On-Device Vision

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3 min read
Stop Guessing Your Macros: Build a Visual Diet Tracker with GPT-4o and Computer Vision

Stop Guessing Your Macros: Build a Visual Diet Tracker with GPT-4o and Computer Vision

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4 min read
Llama-3 in Your Pocket: Building a Privacy-First AI Health Journal with MLX Swift

Llama-3 in Your Pocket: Building a Privacy-First AI Health Journal with MLX Swift

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4 min read
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