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Beck_Moulton

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Quantified Self: Turn Your Massive Apple Health XML into a Lightning-Fast DuckDB Database

Quantified Self: Turn Your Massive Apple Health XML into a Lightning-Fast DuckDB Database

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3 min read

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Fix Your Posture with AI: Building a Real-time Spine Monitor in the Browser

Fix Your Posture with AI: Building a Real-time Spine Monitor in the Browser

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4 min read
Forget Rigid Calendars: Using LangChain and Fitbit to Build a Burnout-Proof Schedule

Forget Rigid Calendars: Using LangChain and Fitbit to Build a Burnout-Proof Schedule

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4 min read
Don't Touch My Data! Privacy-First Health Monitoring with Federated Learning and Flower

Don't Touch My Data! Privacy-First Health Monitoring with Federated Learning and Flower

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4 min read
From Snoring to Science: Fine-Tuning OpenAI Whisper for Sleep Apnea (OSA) Screening

From Snoring to Science: Fine-Tuning OpenAI Whisper for Sleep Apnea (OSA) Screening

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4 min read
Stop Sending Your Health Data to the Cloud: Build a Private AI Health Assistant with Llama-3 and MLX

Stop Sending Your Health Data to the Cloud: Build a Private AI Health Assistant with Llama-3 and MLX

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4 min read
From Raw Health Data to AI Insights: Building a "Quantified Self" RAG with Apple HealthKit and Pinecone

From Raw Health Data to AI Insights: Building a "Quantified Self" RAG with Apple HealthKit and Pinecone

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3 min read
Stop Leaking PII! Local Data Masking with Transformers.js and WASM

Stop Leaking PII! Local Data Masking with Transformers.js and WASM

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4 min read
The Ultimate Quantified Self: Building a Private Health Knowledge Base with RAG (PKM for Health)

The Ultimate Quantified Self: Building a Private Health Knowledge Base with RAG (PKM for Health)

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3 min read
Quantified Self: Stop Waiting for Excel! Build a High-Performance Biometric Dashboard with DuckDB & Apache Superset

Quantified Self: Stop Waiting for Excel! Build a High-Performance Biometric Dashboard with DuckDB & Apache Superset

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Comments
4 min read
Whisper on the Edge: Building a Privacy-First AI Sleep Apnea Monitor

Whisper on the Edge: Building a Privacy-First AI Sleep Apnea Monitor

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4 min read
From Burnout to Balance: Building an AI Overtraining Detector with HRV and Isolation Forest

From Burnout to Balance: Building an AI Overtraining Detector with HRV and Isolation Forest

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4 min read
I Vectorized 10 Years of My Apple Health Data: Building a Quantified Self RAG with DuckDB and LlamaIndex

I Vectorized 10 Years of My Apple Health Data: Building a Quantified Self RAG with DuckDB and LlamaIndex

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4 min read
Talk to Your DNA: Building a Genomic RAG Pipeline with LlamaIndex and ClinVar

Talk to Your DNA: Building a Genomic RAG Pipeline with LlamaIndex and ClinVar

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4 min read
AI-Powered Calorie Counting: Mastering GPT-4o Vision and SAM for Automated Nutrition Tracking

AI-Powered Calorie Counting: Mastering GPT-4o Vision and SAM for Automated Nutrition Tracking

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4 min read
Stop Guessing Your Macros: Building an Autonomous AI Health Agent with AutoGen and HealthKit

Stop Guessing Your Macros: Building an Autonomous AI Health Agent with AutoGen and HealthKit

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4 min read
Privacy-First Health: Running Llama-3 Locally on iPhone with MLX-Swift

Privacy-First Health: Running Llama-3 Locally on iPhone with MLX-Swift

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4 min read
Building a Medical-Grade RAG: Combining PubMed & Personal Lab Reports for Precise Diagnostics

Building a Medical-Grade RAG: Combining PubMed & Personal Lab Reports for Precise Diagnostics

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4 min read
Quantified Self: Building a Pro-Level Health Dashboard with InfluxDB and Grafana

Quantified Self: Building a Pro-Level Health Dashboard with InfluxDB and Grafana

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3 min read
From Lab Results to Appointments: Building an Autonomous AI Physician Assistant with AutoGPT

From Lab Results to Appointments: Building an Autonomous AI Physician Assistant with AutoGPT

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4 min read
AI Sleep Coach: Build a Multi-Agent System to Master Your Circadian Rhythm with CrewAI

AI Sleep Coach: Build a Multi-Agent System to Master Your Circadian Rhythm with CrewAI

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4 min read
Your Secrets Stay on Your GPU: Building a Private, Local Mental Health AI with WebLLM and React

Your Secrets Stay on Your GPU: Building a Private, Local Mental Health AI with WebLLM and React

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4 min read
Stop Guessing Your Burnout: Building a Transformer-based HRV Anomaly Engine

Stop Guessing Your Burnout: Building a Transformer-based HRV Anomaly Engine

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4 min read
Stop Sending Your Snores to the Cloud: Build a Privacy-First Sleep Guardian with Whisper-tiny and TCN on Raspberry Pi

Stop Sending Your Snores to the Cloud: Build a Privacy-First Sleep Guardian with Whisper-tiny and TCN on Raspberry Pi

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4 min read
Beyond Zzz’s: Build a Local Sleep Snoring Monitor using Faster-Whisper and VAD

Beyond Zzz’s: Build a Local Sleep Snoring Monitor using Faster-Whisper and VAD

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3 min read
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
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

Comments
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

Comments
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

Comments
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

Comments 1
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

Comments
4 min read
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