A developer has built a multimodal food estimation pipeline that combines Meta's Segment Anything Model (SAM) for precise food boundary detection with GPT-4o Vision for contextual analysis, then uses …
A developer has built an autonomous nutritionist agent that monitors continuous glucose monitor (CGM) data and automatically adds low-glycemic foods to a user's grocery cart. The system uses LangChain…
A developer has created a privacy-preserving health AI using Apple's MLX framework and Meta's Llama-3 model, enabling 100% offline analysis of Apple Health data on MacBooks. The approach leverages App…
A developer built a real-time calorie tracker that combines YOLOv10 for fast food detection with GPT-4o's multimodal reasoning to estimate nutritional macros. The hybrid approach uses YOLOv10 to local…
Engineers at WellAlly Tech Blog have repurposed OpenAI's Whisper speech-to-text model into a clinical screening tool for Obstructive Sleep Apnea (OSA), which affects nearly 1 billion people worldwide.…
A developer built a private AI health assistant that runs entirely on a MacBook using Apple's MLX framework and Meta's Llama-3 model, eliminating the need to send sensitive health data to cloud server…
A developer demonstrates how to build a multi-agent health autopilot for chronic disease management using LangGraph and function calling. The system monitors Continuous Glucose Monitor data, autonomou…
A developer built an HRV anomaly detector using the Isolation Forest algorithm from Scikit-learn to flag potential overtraining days from Oura Ring data. The system fetches daily readiness scores via …
A developer built a privacy-first skin lesion screening application that runs a quantized Vision Transformer model directly in the browser using TensorFlow.js and WebAssembly, ensuring user data never…
A developer built a private health consultation bot that runs entirely in the browser using WebLLM and WebGPU, eliminating the need for backend servers and ensuring zero data leakage. The system execu…
A developer built a personal health knowledge base using a vector database and RAG pipeline to organize scattered medical records. The system uses Qdrant for similarity search, Unstructured.io for par…
A developer built PostureGuard, a real-time posture monitoring tool using MediaPipe, OpenCV, and Electron. The tool runs on a standard CPU and detects forward head posture via pose estimation, sending…
A developer built a real-time posture tracking system using MediaPipe Pose and Electron. The system captures webcam frames, processes them through a neural network to identify body landmarks, and send…
A developer built a privacy-first health pre-diagnosis system using MLX Swift and a quantized Llama-3-8B model on iOS. The system runs entirely on-device, ensuring 100% data sovereignty by processing …
A developer built a time-series forecasting engine using Temporal Convolutional Networks (TCN) and PyTorch Lightning to predict blood glucose spikes from Continuous Glucose Monitor (CGM) data. The sys…
This article describes the development of an autonomous healthcare booking agent using LangGraph, Playwright, and OpenAI Functions. The agent analyzes lab reports to identify medical anomalies and, wh…