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wellallyTech

an AI-powered lifelong health data platform helping individuals and families track, analyze, and optimize their wellness.

Joined Joined on  Personal website https://www.wellally.tech/
Beyond Simple Trackers: Building a Proactive Health Agent with LangGraph and HRV Data 🚀

Beyond Simple Trackers: Building a Proactive Health Agent with LangGraph and HRV Data 🚀

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4 min read

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Predicting the Unpredictable: Building a Real-time CGM Early Warning System with Informer and PyTorch 🩸🚀

Predicting the Unpredictable: Building a Real-time CGM Early Warning System with Informer and PyTorch 🩸🚀

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4 min read
Stop Guessing Your Burnout: Build a Real-Time Personal "Energy Bar" with Oura, Fitbit, and Scikit-learn 🔋

Stop Guessing Your Burnout: Build a Real-Time Personal "Energy Bar" with Oura, Fitbit, and Scikit-learn 🔋

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3 min read
Stop Sending Vitals to the Cloud! 🚀 Build a Zero-Server Health Analyzer with WebLLM & WebGPU

Stop Sending Vitals to the Cloud! 🚀 Build a Zero-Server Health Analyzer with WebLLM & WebGPU

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4 min read
From Chaos to Clarity: Building a Personal Health Data Warehouse with DuckDB 🏃‍♂️📊

From Chaos to Clarity: Building a Personal Health Data Warehouse with DuckDB 🏃‍♂️📊

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4 min read
Stop Guessing! Build a Precise Calorie Tracker with SAM and GPT-4o 🥗

Stop Guessing! Build a Precise Calorie Tracker with SAM and GPT-4o 🥗

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3 min read
Private AI: Local Health Metric Correlation with WebLLM and Phi-3 🥑

Private AI: Local Health Metric Correlation with WebLLM and Phi-3 🥑

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4 min read
Predictive Health: Building a Transformer-Based Real-Time CGM Forecasting Model 🩸🚀

Predictive Health: Building a Transformer-Based Real-Time CGM Forecasting Model 🩸🚀

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4 min read
Local & Private: Building a Real-time ECG Analyzer in Chrome with WebLLM and WebGPU 🚀

Local & Private: Building a Real-time ECG Analyzer in Chrome with WebLLM and WebGPU 🚀

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4 min read
From Pixels to Calories: High-Precision Nutrition Tracking with YOLOv10 and SAM 🥗💻

From Pixels to Calories: High-Precision Nutrition Tracking with YOLOv10 and SAM 🥗💻

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3 min read
Stop Guessing Your Glucose: Building a Transformer-based CGM Predictor for Real-time Blood Sugar Spikes 🩸💻

Stop Guessing Your Glucose: Building a Transformer-based CGM Predictor for Real-time Blood Sugar Spikes 🩸💻

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4 min read
Hush-Engine: Building a Real-time Sleep Apnea Detection Pipeline with Whisper & AST 🌙💤

Hush-Engine: Building a Real-time Sleep Apnea Detection Pipeline with Whisper & AST 🌙💤

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4 min read
Private AI: Building a Mental Health Sentiment Tracker with WebLLM and WebGPU 🧠💻

Private AI: Building a Mental Health Sentiment Tracker with WebLLM and WebGPU 🧠💻

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4 min read
From Zzz to Data: Real-Time Sleep Apnea Detection with Fine-tuned Whisper on the Edge 😴🚀

From Zzz to Data: Real-Time Sleep Apnea Detection with Fine-tuned Whisper on the Edge 😴🚀

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3 min read
From Spikes to Insights: Building an Autonomous Metabolic Health Agent with LangGraph and CGM Data 🚀

From Spikes to Insights: Building an Autonomous Metabolic Health Agent with LangGraph and CGM Data 🚀

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4 min read
From Voice to Vibes: Detecting Workplace Burnout with Speech Emotion Recognition and Librosa 🎙️🧠

From Voice to Vibes: Detecting Workplace Burnout with Speech Emotion Recognition and Librosa 🎙️🧠

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4 min read
Unleash Your Mac: Training Personalized Gait Recognition Models with MLX and Apple Silicon 🚀

Unleash Your Mac: Training Personalized Gait Recognition Models with MLX and Apple Silicon 🚀

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4 min read
Snap, Segment, and Savor: Building a Visual Calorie Counter with SAM & CLIP 🥑

Snap, Segment, and Savor: Building a Visual Calorie Counter with SAM & CLIP 🥑

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4 min read
Beyond Linear Trends: Real-time Glycemic Spike Prediction using Transformers and InfluxDB 🚀

Beyond Linear Trends: Real-time Glycemic Spike Prediction using Transformers and InfluxDB 🚀

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3 min read
Is Your Code Killing You? Building an AI Stress Detector for Developers 🎙️💻

Is Your Code Killing You? Building an AI Stress Detector for Developers 🎙️💻

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4 min read
Mastering Stress: Real-time HRV Outlier Detection with Bi-LSTM and TensorFlow 🧠💓

Mastering Stress: Real-time HRV Outlier Detection with Bi-LSTM and TensorFlow 🧠💓

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4 min read
From Pixels to Gains: Building a Real-Time AI Personal Trainer with MediaPipe and TensorFlow.js 🏋️‍♂️🤖

From Pixels to Gains: Building a Real-Time AI Personal Trainer with MediaPipe and TensorFlow.js 🏋️‍♂️🤖

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4 min read
Skin Health at Your Fingertips: Fine-Tuning Vision Transformers (ViT) for Real-Time Mobile Screening 🩺💻

Skin Health at Your Fingertips: Fine-Tuning Vision Transformers (ViT) for Real-Time Mobile Screening 🩺💻

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4 min read
From Heartbeats to Health Alerts: Building an AI-Powered HRV Anomaly Detector with LSTM 💓

From Heartbeats to Health Alerts: Building an AI-Powered HRV Anomaly Detector with LSTM 💓

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4 min read
From Lab Reports to Actionable Health Plans: Building a Multi-Agent Medical Consultation System with AutoGen and GPT-4 🩺🤖

From Lab Reports to Actionable Health Plans: Building a Multi-Agent Medical Consultation System with AutoGen and GPT-4 🩺🤖

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4 min read
Beyond Thresholds: Building a Real-Time Hypoglycemia Predictor with LSTM and PyTorch 🩸🚀

Beyond Thresholds: Building a Real-Time Hypoglycemia Predictor with LSTM and PyTorch 🩸🚀

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4 min read
Never Miss a Pill: Building an AI Pharmacy Agent with GPT-4 Function Calling 💊

Never Miss a Pill: Building an AI Pharmacy Agent with GPT-4 Function Calling 💊

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4 min read
Goodbye Bad Posture: Building a Real-Time Scoliosis Risk Assessment with MediaPipe and Three.js 🚀

Goodbye Bad Posture: Building a Real-Time Scoliosis Risk Assessment with MediaPipe and Three.js 🚀

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3 min read
From Raw Signals to HRV Recovery Scores: Wrangling Apple HealthKit Data with Polars ⌚️🚀

From Raw Signals to HRV Recovery Scores: Wrangling Apple HealthKit Data with Polars ⌚️🚀

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4 min read
Building a "Longevity Agent": Automating Health Protocols with AutoGPT and Google Health Connect 🧬🤖

Building a "Longevity Agent": Automating Health Protocols with AutoGPT and Google Health Connect 🧬🤖

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4 min read
Silencing the Noise: Using Kalman Filters to Tame Wild Wearable Sensor Data 📉⌚

Silencing the Noise: Using Kalman Filters to Tame Wild Wearable Sensor Data 📉⌚

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4 min read
Mastering Metabolic Control: Building a Reinforcement Learning Agent for Closed-Loop Glucose Management 🚀

Mastering Metabolic Control: Building a Reinforcement Learning Agent for Closed-Loop Glucose Management 🚀

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4 min read
Privacy-First AI: Running Miniaturized Vision Transformers (ViT) for Skin Lesion Segmentation Directly in Your Browser 🩺💻

Privacy-First AI: Running Miniaturized Vision Transformers (ViT) for Skin Lesion Segmentation Directly in Your Browser 🩺💻

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4 min read
Your Health Data, Your Device: Building a Privacy-First Medical Assistant with MLX and WebLLM 🚀

Your Health Data, Your Device: Building a Privacy-First Medical Assistant with MLX and WebLLM 🚀

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4 min read
Stop Sending Medical Data to the Cloud! 🛑 Build a Private Llama-3 Medical Analyst on Your Mac with Apple MLX

Stop Sending Medical Data to the Cloud! 🛑 Build a Private Llama-3 Medical Analyst on Your Mac with Apple MLX

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4 min read
Mastering the Quantified Self: Building a 24/7 Personal Health Dashboard with Grafana and TimescaleDB 🚀

Mastering the Quantified Self: Building a 24/7 Personal Health Dashboard with Grafana and TimescaleDB 🚀

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4 min read
🥗 AI is Saving My Metabolic Health: Building a Proactive Agent with LangGraph and CGM

🥗 AI is Saving My Metabolic Health: Building a Proactive Agent with LangGraph and CGM

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4 min read
Beyond Image Recognition: Building a Precise Food Volume Estimator with Depth Anything and YOLOv8 🚀

Beyond Image Recognition: Building a Precise Food Volume Estimator with Depth Anything and YOLOv8 🚀

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4 min read
Don't Leak Your Dreams! 😴 Master Differential Privacy for Health Data with Python

Don't Leak Your Dreams! 😴 Master Differential Privacy for Health Data with Python

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3 min read
From Chaos to FHIR: Building an Automated Medical Data Pipeline with LLMs and LangChain 🏥💻

From Chaos to FHIR: Building an Automated Medical Data Pipeline with LLMs and LangChain 🏥💻

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4 min read
Goodbye CUDA, Hello MLX: Local LoRA Fine-Tuning of Bio-Mistral on your MacBook! 🚀

Goodbye CUDA, Hello MLX: Local LoRA Fine-Tuning of Bio-Mistral on your MacBook! 🚀

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3 min read
Building a Multimodal AI Nutrition Agent: How I Used LangGraph and GPT-4o to Automate My Grocery Shopping 🥗🤖

Building a Multimodal AI Nutrition Agent: How I Used LangGraph and GPT-4o to Automate My Grocery Shopping 🥗🤖

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4 min read
Stop the Slouch! Build a Privacy-First AI Posture Monitor with MediaPipe and React

Stop the Slouch! Build a Privacy-First AI Posture Monitor with MediaPipe and React

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4 min read
Beyond Black-Box AI: Building an Explainable Skin Lesion Classifier with EfficientNet-V2 and Grad-CAM 🩺🔬

Beyond Black-Box AI: Building an Explainable Skin Lesion Classifier with EfficientNet-V2 and Grad-CAM 🩺🔬

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3 min read
From Spikes to Solutions: Building a Closed-Loop Health Agent with LangGraph and CGM Data 🚀

From Spikes to Solutions: Building a Closed-Loop Health Agent with LangGraph and CGM Data 🚀

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3 min read
Visual-Pill-ID: Building an AI Pharmacist with GPT-4o and SAM 💊

Visual-Pill-ID: Building an AI Pharmacist with GPT-4o and SAM 💊

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4 min read
Medical AI in Minutes: Building a Skin Lesion Classifier with DINOv2 and Few-Shot Learning 🩺💻

Medical AI in Minutes: Building a Skin Lesion Classifier with DINOv2 and Few-Shot Learning 🩺💻

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4 min read
Mastering Vision AI: Precision Calorie Estimation with SAM and GPT-4o (No More Guesswork! 🥗)

Mastering Vision AI: Precision Calorie Estimation with SAM and GPT-4o (No More Guesswork! 🥗)

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3 min read
Stop Guessing Your Form! Building a Hybrid Squat Correction Engine with MediaPipe & Wearable Sensors 🏋️‍♂️💻

Stop Guessing Your Form! Building a Hybrid Squat Correction Engine with MediaPipe & Wearable Sensors 🏋️‍♂️💻

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4 min read
Stop Spiking Your Blood Sugar! Build an Autonomous Health Agent with LangGraph and Playwright 🚀

Stop Spiking Your Blood Sugar! Build an Autonomous Health Agent with LangGraph and Playwright 🚀

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3 min read
Privacy-First Healthcare: Building a Skin Rash Classifier with Federated Learning and Flower 🌸

Privacy-First Healthcare: Building a Skin Rash Classifier with Federated Learning and Flower 🌸

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4 min read
Your Mac is an AI Powerhouse: Fine-tuning Mistral-7B with MLX for Ultra-Private Mental Health Support 🧠💻

Your Mac is an AI Powerhouse: Fine-tuning Mistral-7B with MLX for Ultra-Private Mental Health Support 🧠💻

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4 min read
From Pixels to Proteins: Building a Precise AI Nutrition Tracker with GPT-4o and SAM 🥑

From Pixels to Proteins: Building a Precise AI Nutrition Tracker with GPT-4o and SAM 🥑

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3 min read
Is It a Sugar Crash or a Sensor Glitch? Detect CGM Anomalies with Isolation Forest 🩸💻

Is It a Sugar Crash or a Sensor Glitch? Detect CGM Anomalies with Isolation Forest 🩸💻

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4 min read
Stop Guessing Your Macros: Building a Precise Calorie Estimator with SAM and GPT-4o 🥗🚀

Stop Guessing Your Macros: Building a Precise Calorie Estimator with SAM and GPT-4o 🥗🚀

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3 min read
From Diary to Data: Building a Zero-Knowledge Health Tracker with MLX and Llama-3 🥑🛡️

From Diary to Data: Building a Zero-Knowledge Health Tracker with MLX and Llama-3 🥑🛡️

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4 min read
Mastering Your Recovery: Building an LSTM Model to Predict Daily Readiness Using HRV Data 🚀

Mastering Your Recovery: Building an LSTM Model to Predict Daily Readiness Using HRV Data 🚀

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4 min read
Stop Using Generic RAG! Build a Medical-Grade Health Assistant with PubMed, pgvector, and LlamaIndex 🚀

Stop Using Generic RAG! Build a Medical-Grade Health Assistant with PubMed, pgvector, and LlamaIndex 🚀

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4 min read
Forget Vector Search: How GraphRAG Solves the Mystery of Your Family Health History 🧬

Forget Vector Search: How GraphRAG Solves the Mystery of Your Family Health History 🧬

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3 min read
Predicting the Spike: Building a CGM Time-Series Pipeline with PyTorch and Transformers 🩸🚀

Predicting the Spike: Building a CGM Time-Series Pipeline with PyTorch and Transformers 🩸🚀

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4 min read
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