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Beck_Moulton

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Voice to Vitals: Building a Privacy-First Mental Health Analyzer with Wav2Vec 2.0 and FastAPI

Voice to Vitals: Building a Privacy-First Mental Health Analyzer with Wav2Vec 2.0 and FastAPI

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3 min read

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From Blood Test to Doctor's Appointment: Building an Autonomous Health Agent with LangGraph and GPT-4

From Blood Test to Doctor's Appointment: Building an Autonomous Health Agent with LangGraph and GPT-4

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4 min read
Stop the Spike! Predicting Postprandial Glucose with Temporal Convolutional Networks (TCN)

Stop the Spike! Predicting Postprandial Glucose with Temporal Convolutional Networks (TCN)

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4 min read
Pose as Data: Building a Real-Time AI Physical Therapist with MediaPipe and GPT-4o

Pose as Data: Building a Real-Time AI Physical Therapist with MediaPipe and GPT-4o

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3 min read
Stop Leaking Your Vitals: Training Private AI Models with PyTorch and Opacus

Stop Leaking Your Vitals: Training Private AI Models with PyTorch and Opacus

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4 min read
Taming Biological Chaos: Predicting Glucose Fluctuations with Time-Series Transformers

Taming Biological Chaos: Predicting Glucose Fluctuations with Time-Series Transformers

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3 min read
Beyond Just a Photo: Building a Pixel-Perfect Calorie Estimator with SAM and GPT-4o

Beyond Just a Photo: Building a Pixel-Perfect Calorie Estimator with SAM and GPT-4o

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4 min read
Multimodal RAG in Action: Building a Skin Health Assistant with CLIP and Milvus

Multimodal RAG in Action: Building a Skin Health Assistant with CLIP and Milvus

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4 min read
GPT-4o Vision: Building a Smart Home Pharmacy Guard for Drug-Drug Interactions (DDI)

GPT-4o Vision: Building a Smart Home Pharmacy Guard for Drug-Drug Interactions (DDI)

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4 min read
Stop Burning Out: Using XGBoost and HRV Data to Predict Physical Exhaustion

Stop Burning Out: Using XGBoost and HRV Data to Predict Physical Exhaustion

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4 min read
Build Your Private "Health Brain": Local Llama-3 on MacBook with MLX & HealthKit

Build Your Private "Health Brain": Local Llama-3 on MacBook with MLX & HealthKit

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4 min read
Predicting the Spike: Building a CGM Warning System with Transformers and PyTorch Forecasting

Predicting the Spike: Building a CGM Warning System with Transformers and PyTorch Forecasting

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4 min read
Privacy-First Mental Health AI: Building a Zero-Backend Sentiment Tracker with WebLLM and Transformers.js

Privacy-First Mental Health AI: Building a Zero-Backend Sentiment Tracker with WebLLM and Transformers.js

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4 min read
Stop Taking the Wrong Pills: Building a Vision Pro AR Med-Agent with Gemini 1.5 Pro

Stop Taking the Wrong Pills: Building a Vision Pro AR Med-Agent with Gemini 1.5 Pro

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3 min read
Automate Your Health: Building an AI Medical Agent with GPT-4 Function Calling and Google Calendar

Automate Your Health: Building an AI Medical Agent with GPT-4 Function Calling and Google Calendar

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4 min read
Build an Autonomous AI Nutritionist: From Blood Sugar Prediction to Instacart Checkout

Build an Autonomous AI Nutritionist: From Blood Sugar Prediction to Instacart Checkout

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3 min read
Stop Ignoring Your Snore: Building a Local Sleep Apnea Detector with OpenAI Whisper and Librosa

Stop Ignoring Your Snore: Building a Local Sleep Apnea Detector with OpenAI Whisper and Librosa

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4 min read
From Shaky Squats to Perfect Form: Master Workout Analysis with Dynamic Time Warping (DTW)

From Shaky Squats to Perfect Form: Master Workout Analysis with Dynamic Time Warping (DTW)

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4 min read
Stop Guessing Your Energy: Build a LangGraph Health Agent to Hack Your Productivity

Stop Guessing Your Energy: Build a LangGraph Health Agent to Hack Your Productivity

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4 min read
SleepSound-DeepFilter: Fine-Tuning Whisper for Real-time Sleep Apnea and Snoring Detection

SleepSound-DeepFilter: Fine-Tuning Whisper for Real-time Sleep Apnea and Snoring Detection

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3 min read
Whisper-Sleep: Build Your Own Edge-AI Sleep Monitor with Whisper.cpp and ONNX

Whisper-Sleep: Build Your Own Edge-AI Sleep Monitor with Whisper.cpp and ONNX

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4 min read
From Raw DNA to Deep Insights: Building a Personal Genomics RAG with LangChain and PubMed

From Raw DNA to Deep Insights: Building a Personal Genomics RAG with LangChain and PubMed

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4 min read
Stop Sending Sensitive Data to the Cloud: Build a Local-First Mental Health AI with WebLLM

Stop Sending Sensitive Data to the Cloud: Build a Local-First Mental Health AI with WebLLM

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4 min read
Private & Fast: Building a Browser-Based Dermatology Screener with WebLLM and WebGPU

Private & Fast: Building a Browser-Based Dermatology Screener with WebLLM and WebGPU

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4 min read
Beyond Image Labels: Estimating Food Portions and Calories using Grounding DINO + SAM

Beyond Image Labels: Estimating Food Portions and Calories using Grounding DINO + SAM

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4 min read
Stop Manually Booking Doctors: Build an Autonomous Health Agent with LangGraph & Playwright

Stop Manually Booking Doctors: Build an Autonomous Health Agent with LangGraph & Playwright

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3 min read
The Ultimate AI Diet Agent: Syncing Real-Time Health Data with Local Supermarket Inventory using CrewAI

The Ultimate AI Diet Agent: Syncing Real-Time Health Data with Local Supermarket Inventory using CrewAI

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4 min read
From Pixels to Calories: Building a Multimodal Meal Analysis Engine with GPT-4o

From Pixels to Calories: Building a Multimodal Meal Analysis Engine with GPT-4o

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4 min read
Time-Series Alchemy: Predicting Glucose Trends 2 Hours Out with Transformers and PyTorch Lightning

Time-Series Alchemy: Predicting Glucose Trends 2 Hours Out with Transformers and PyTorch Lightning

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4 min read
Claude-Ally-Health: Your Private AI Medical Assistant & Health Data Manager

Claude-Ally-Health: Your Private AI Medical Assistant & Health Data Manager

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3 min read
Building a Medical-Grade Knowledge Graph: Mapping Drug Interactions with Neo4j and LlamaIndex 🩺💻

Building a Medical-Grade Knowledge Graph: Mapping Drug Interactions with Neo4j and LlamaIndex 🩺💻

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3 min read
JSON is Not Enough: The Engineering Headache of Flattening FHIR for Analytics

JSON is Not Enough: The Engineering Headache of Flattening FHIR for Analytics

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4 min read
Immutable by Design: Building Tamper-Proof Audit Logs for Health SaaS

Immutable by Design: Building Tamper-Proof Audit Logs for Health SaaS

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4 min read
Vectors vs. Keywords: Why "Close Enough" is Dangerous in MedTech RAG

Vectors vs. Keywords: Why "Close Enough" is Dangerous in MedTech RAG

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3 min read
Fake Patients, Real Testing: Generating HIPAA-Compliant Data Like a Pro

Fake Patients, Real Testing: Generating HIPAA-Compliant Data Like a Pro

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4 min read
The Impossible Normalization: Why Your Database Hates Biology 🧬

The Impossible Normalization: Why Your Database Hates Biology 🧬

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3 min read
The Security Gap in AI Agent Ecosystems: A Deep Dive into Static Analysis for Claude Skills

The Security Gap in AI Agent Ecosystems: A Deep Dive into Static Analysis for Claude Skills

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3 min read
Federated Learning or Bust: Architecting Privacy-First Health AI

Federated Learning or Bust: Architecting Privacy-First Health AI

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3 min read
Surviving the HL7 Nightmare: Strategies for Decoupling Modern SaaS from Legacy Hospital Systems

Surviving the HL7 Nightmare: Strategies for Decoupling Modern SaaS from Legacy Hospital Systems

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4 min read
Why Your Health Data Belongs on Your Device (Not the Cloud): A Local-First Manifesto

Why Your Health Data Belongs on Your Device (Not the Cloud): A Local-First Manifesto

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4 min read
Ingesting 100M Heartbeats: Scaling Wearable Tech Without Going Broke

Ingesting 100M Heartbeats: Scaling Wearable Tech Without Going Broke

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3 min read
Unstructured Text is the Final Boss: Parsing Doctor's Notes with LLMs 🏥

Unstructured Text is the Final Boss: Parsing Doctor's Notes with LLMs 🏥

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3 min read
Rust IoT Platform

Rust IoT Platform

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4 min read
Securing IoT Data Integrity with Go IoT Platform

Securing IoT Data Integrity with Go IoT Platform

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4 min read
I wish to study rust

I wish to study rust

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1 min read
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