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Beck_Moulton

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

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

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4 min read

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Stop Sending Medical Data to the Cloud: Build a 100% Private Health AI with WebLLM and Transformers.js

Stop Sending Medical Data to the Cloud: Build a 100% Private Health AI with WebLLM and Transformers.js

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3 min read
Stop Ignoring Your Snore: Building a Real-Time Sleep Apnea Monitor with Whisper.cpp and Raspberry Pi

Stop Ignoring Your Snore: Building a Real-Time Sleep Apnea Monitor with Whisper.cpp and Raspberry Pi

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4 min read
Taming the Chaos: Cleaning 10M+ Apple Health Records into a Production-Ready Parquet Lakehouse

Taming the Chaos: Cleaning 10M+ Apple Health Records into a Production-Ready Parquet Lakehouse

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4 min read
Stop Guessing Your Meds: Building a Multi-Step Drug Interaction Agent with LangGraph and DrugBank

Stop Guessing Your Meds: Building a Multi-Step Drug Interaction Agent with LangGraph and DrugBank

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4 min read
From Privacy Paranoia to Data Power: Mastering Differential Privacy for Health Tech

From Privacy Paranoia to Data Power: Mastering Differential Privacy for Health Tech

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4 min read
Privacy-First AI: Building a WebGPU-Powered Drug Interaction Checker with WebLLM

Privacy-First AI: Building a WebGPU-Powered Drug Interaction Checker with WebLLM

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4 min read
From Messy Pixels to Clean Data: Structuring Medical Lab Reports with GPT-4o and Instructor

From Messy Pixels to Clean Data: Structuring Medical Lab Reports with GPT-4o and Instructor

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4 min read
From Panic to Paper: Building a Multilingual Medical RAG with BGE-M3 & Qdrant

From Panic to Paper: Building a Multilingual Medical RAG with BGE-M3 & Qdrant

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4 min read
Privacy First: Building a Local Llama-3 Health Assistant on MacBook M3 with MLX

Privacy First: Building a Local Llama-3 Health Assistant on MacBook M3 with MLX

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4 min read
Predicting Your Stress Before It Happens: Building an LSTM HRV Predictor with Apple HealthKit and CoreML

Predicting Your Stress Before It Happens: Building an LSTM HRV Predictor with Apple HealthKit and CoreML

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3 min read
Mastering Your Heartbeat: Architecting a High-Frequency Health Monitoring System with InfluxDB and Grafana

Mastering Your Heartbeat: Architecting a High-Frequency Health Monitoring System with InfluxDB and Grafana

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4 min read
From Pixels to Prescriptions: Building a Smart Drug-Drug Interaction (DDI) Scanner with GPT-4o and OCR

From Pixels to Prescriptions: Building a Smart Drug-Drug Interaction (DDI) Scanner with GPT-4o and OCR

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3 min read
From Pixels to Physical Therapy: Building a Real-Time Pose Correction System with MediaPipe and React

From Pixels to Physical Therapy: Building a Real-Time Pose Correction System with MediaPipe and React

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3 min read
From ZZZs to Data: Building a Deep Learning Snore Analyzer for Sleep Apnea Risk using Whisper and CNNs

From ZZZs to Data: Building a Deep Learning Snore Analyzer for Sleep Apnea Risk using Whisper and CNNs

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4 min read
Stop Fighting Your Biology: Build a "Bio-Agent" with LangGraph to Sync Your Sleep with Your Calendar

Stop Fighting Your Biology: Build a "Bio-Agent" with LangGraph to Sync Your Sleep with Your Calendar

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3 min read
Privacy-First: Building a 100% Local AI Medication Assistant with WebLLM and WebGPU

Privacy-First: Building a 100% Local AI Medication Assistant with WebLLM and WebGPU

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3 min read
Pulse Check: Real-time Arrhythmia Detection with Isolation Forest and InfluxDB

Pulse Check: Real-time Arrhythmia Detection with Isolation Forest and InfluxDB

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4 min read
Turn Your Old Phone into a Lifesaver: Edge AI Sleep Apnea Detection with Whisper.cpp & CNNs

Turn Your Old Phone into a Lifesaver: Edge AI Sleep Apnea Detection with Whisper.cpp & CNNs

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3 min read
Sleep-Whisperer: Detecting Sleep Apnea with Fine-tuned Whisper and FFT Analysis

Sleep-Whisperer: Detecting Sleep Apnea with Fine-tuned Whisper and FFT Analysis

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4 min read
From Bloated XML to AI-Powered Insights: Parsing 1B+ Apple Health Data Points with Rust & DuckDB

From Bloated XML to AI-Powered Insights: Parsing 1B+ Apple Health Data Points with Rust & DuckDB

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4 min read
Biohackers-RAG: Stop Guessing Your Supplements! Build an Explainable Health Graph with Neo4j & PubMed

Biohackers-RAG: Stop Guessing Your Supplements! Build an Explainable Health Graph with Neo4j & PubMed

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3 min read
From Sensors to Seconds: Building a Real-Time CGM Glucose Spike Alert System with Apache Flink

From Sensors to Seconds: Building a Real-Time CGM Glucose Spike Alert System with Apache Flink

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4 min read
From Snore to Score: Build a Real-Time Sleep Apnea Detector with Faster-Whisper and FFT

From Snore to Score: Build a Real-Time Sleep Apnea Detector with Faster-Whisper and FFT

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4 min read
Quantified Self 2.0: Build a High-Performance Health Data Lake with DuckDB, Airflow, and Grafana

Quantified Self 2.0: Build a High-Performance Health Data Lake with DuckDB, Airflow, and Grafana

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4 min read
Private AI is Here: Building a 100% Offline Mental Health Tracker with WebLLM and React

Private AI is Here: Building a 100% Offline Mental Health Tracker with WebLLM and React

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3 min read
Ditch the Bloat: Building a High-Performance Health Data Lake with DuckDB & Parquet

Ditch the Bloat: Building a High-Performance Health Data Lake with DuckDB & Parquet

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3 min read
SleepSentry: Privacy-First Sleep Apnea Detection on Raspberry Pi using Whisper and Librosa

SleepSentry: Privacy-First Sleep Apnea Detection on Raspberry Pi using Whisper and Librosa

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3 min read
Pill-ID: Building a Visual RAG System for Medication Safety with CLIP and Milvus

Pill-ID: Building a Visual RAG System for Medication Safety with CLIP and Milvus

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4 min read
Privacy First: Running Llama-3 Locally in Your Browser for Medical Report Analysis via WebGPU

Privacy First: Running Llama-3 Locally in Your Browser for Medical Report Analysis via WebGPU

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3 min read
From Chaos to Clarity: Building a High-Performance Health Data Lakehouse with DuckDB & Superset

From Chaos to Clarity: Building a High-Performance Health Data Lakehouse with DuckDB & Superset

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3 min read
Privacy-First AI: Building a Federated Health Tracker with Flower and Scikit-Learn

Privacy-First AI: Building a Federated Health Tracker with Flower and Scikit-Learn

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4 min read
From Chaos to Clinic: Building an Autonomous Medical Appointment Agent with LangGraph & OpenAI

From Chaos to Clinic: Building an Autonomous Medical Appointment Agent with LangGraph & OpenAI

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4 min read
From Pixels to Calories: Building a High-Precision Food Nutrition Tracker with GPT-4o and Segment Anything (SAM)

From Pixels to Calories: Building a High-Precision Food Nutrition Tracker with GPT-4o and Segment Anything (SAM)

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4 min read
Stop Guessing Your Meds: Building an AI-Powered DDI Risk Assessment System with GPT-4o and Med-SAM

Stop Guessing Your Meds: Building an AI-Powered DDI Risk Assessment System with GPT-4o and Med-SAM

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3 min read
From Pixels to Calories: Building an AI-Powered Nutrition Engine with YOLOv10 and GPT-4o

From Pixels to Calories: Building an AI-Powered Nutrition Engine with YOLOv10 and GPT-4o

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4 min read
Build Your Own AI Medical Brain: Transforming PDF Health Reports into a Graph-RAG Powerhouse with Neo4j and LangChain

Build Your Own AI Medical Brain: Transforming PDF Health Reports into a Graph-RAG Powerhouse with Neo4j and LangChain

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4 min read
From Pixel to Protein: Automating My Diet with GPT-4o-mini and Segment Anything (SAM)

From Pixel to Protein: Automating My Diet with GPT-4o-mini and Segment Anything (SAM)

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3 min read
Taming the Glucose Spike: Predicting Postprandial Peaks with Transformers and PyTorch

Taming the Glucose Spike: Predicting Postprandial Peaks with Transformers and PyTorch

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4 min read
Heartbeat Hacking: Mastering Real-time ECG R-R Detection and Arrhythmia Feature Engineering

Heartbeat Hacking: Mastering Real-time ECG R-R Detection and Arrhythmia Feature Engineering

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4 min read
Skin Health at the Edge: Deploying Custom Vision Transformers (ViT) on iOS with CoreML

Skin Health at the Edge: Deploying Custom Vision Transformers (ViT) on iOS with CoreML

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4 min read
Break Free from Wearable Silos: Building a Universal Health Data ETL with Health Connect & FHIR

Break Free from Wearable Silos: Building a Universal Health Data ETL with Health Connect & FHIR

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3 min read
From Pixels to Diagnosis: Building a Real-Time Skin Lesion Classifier with Flutter & ViT

From Pixels to Diagnosis: Building a Real-Time Skin Lesion Classifier with Flutter & ViT

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3 min read
From Sound Waves to Mental Wellness: Building a Speech Emotion Recognition (SER) System with CNN and FastAPI

From Sound Waves to Mental Wellness: Building a Speech Emotion Recognition (SER) System with CNN and FastAPI

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4 min read
Beyond the Snore: Real-time Sleep Apnea Screening with OpenAI Whisper and PyTorch

Beyond the Snore: Real-time Sleep Apnea Screening with OpenAI Whisper and PyTorch

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4 min read
From Blood Sugar Spikes to Automatic Order Interventions: Building a Closed-Loop Health Agent with LangChain and OpenAI

From Blood Sugar Spikes to Automatic Order Interventions: Building a Closed-Loop Health Agent with LangChain and OpenAI

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4 min read
Sleep Hacker: Fine-Tuning OpenAI Whisper for High-Precision Snoring & Apnea Recognition

Sleep Hacker: Fine-Tuning OpenAI Whisper for High-Precision Snoring & Apnea Recognition

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4 min read
Stop Snoring, Start Analyzing: Building a DIY Sleep Apnea Monitor with OpenAI Whisper and FFT

Stop Snoring, Start Analyzing: Building a DIY Sleep Apnea Monitor with OpenAI Whisper and FFT

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3 min read
FoodLens: Building a Real-Time Nutrient Analysis Engine with GPT-4o-vision and SAM

FoodLens: Building a Real-Time Nutrient Analysis Engine with GPT-4o-vision and SAM

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4 min read
Private-First AI: Building a Browser-Based Mental Health Classifier with WebLLM and WebGPU

Private-First AI: Building a Browser-Based Mental Health Classifier with WebLLM and WebGPU

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3 min read
Blazing Fast Heartbeats: Implementing the Pan-Tompkins ECG Algorithm in Rust for Real-time HRV

Blazing Fast Heartbeats: Implementing the Pan-Tompkins ECG Algorithm in Rust for Real-time HRV

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Comments
4 min read
Hardcore ETL: Taming 5GB+ of Apple Health XML Data with DuckDB and dbt

Hardcore ETL: Taming 5GB+ of Apple Health XML Data with DuckDB and dbt

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4 min read
From Dialogue to Execution: Building an AI Healthcare Agent with GPT-4o-mini and Playwright

From Dialogue to Execution: Building an AI Healthcare Agent with GPT-4o-mini and Playwright

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4 min read
Building an Autonomous Clinical Researcher: Track Breakthroughs with LangGraph and Semantic Scholar

Building an Autonomous Clinical Researcher: Track Breakthroughs with LangGraph and Semantic Scholar

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3 min read
Stop Manual Booking: Build a Claude 3.5 Doctor Appointment Assistant with MCP and Node.js

Stop Manual Booking: Build a Claude 3.5 Doctor Appointment Assistant with MCP and Node.js

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4 min read
Quantified Self: Syncing Whoop and Garmin Metrics with InfluxDB and Grafana

Quantified Self: Syncing Whoop and Garmin Metrics with InfluxDB and Grafana

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3 min read
Derm-Scan: Privacy-Preserving Vision Transformers (ViT) for Medical Screening with Opacus

Derm-Scan: Privacy-Preserving Vision Transformers (ViT) for Medical Screening with Opacus

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4 min read
Quantified Self: Building a Production-Grade ETL Pipeline for 10+ Wearables

Quantified Self: Building a Production-Grade ETL Pipeline for 10+ Wearables

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4 min read
Vectorizing Your Vitals: Converting 10GB of Apple Health Data into a Personal RAG Brain

Vectorizing Your Vitals: Converting 10GB of Apple Health Data into a Personal RAG Brain

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4 min read
Stop Sending Health Data to the Cloud! Build a Privacy-First Symptom Checker with WebGPU

Stop Sending Health Data to the Cloud! Build a Privacy-First Symptom Checker with WebGPU

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4 min read
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