Open-source standalone AI glasses platform built on embedded Linux, with system-level customization, C/C++ SDK, RTSP video streaming, BLE, audio, camera, and optional display support.
A collection of datasets, papers, and resources for Generalizable Human Activity Recognition and IMU sensing.
Inertia-1: An Open Exploration of Wearable Motion Foundation Models
Open-source standalone AI glasses platform built on embedded Linux, with system-level customization, C/C++ SDK, RTSP video streaming, BLE, audio, camera, and optional display support.
Omiverse turns your life into a a "second brain"— dynamic, personalized knowledge graph that you can interact with to recall events, visualize connections, and securely share memories. | Built for the OMI hackathon
MEMO, a visual memory assistant that prioritizes useful uncertainty over confident guesses.
Cortex Core: Pi-side memory + overseer plugin. Local-first wearable AI memory: notes, sessions, projects, time tracking, plus a meta-honest interpretive overseer agent. Pet companion lives in cortex-pet.
AI-powered ambient distress detection prototype for proactive personal safety with future wearable integration.
Cortex Pet: Tamagotchi-style AI companion, originally a plugin in cortex-core (extracted 2026年05月09日). Lives in its own repo so cortex-core can stay focused on memory + overseer.
Motion-aware heart-rate and breathing-rate estimation from wearable PPG and IMU signals, with synthetic demos and research summaries.
Deployment-oriented ECG AI pipeline with patient-wise evaluation, compact CNNs, and Apple Watch integration
Official implementation of "Adapting Pretrained Large Vision Models for Sensor-based Activity Recognition"
A benchmark for measuring whether multimodal assistants update to current context instead of staying anchored to prior context. 50 scenarios, three channel design (audio, camera, ground truth), cross family LLM as judge by default.
End-to-end automated sleep stage classification using wearable EEG (Dreem Headband) — benchmarking classical ML, deep learning, and transfer learning (MobileNetV2) on multimodal physiological signals. Best: 82% accuracy with XGBoost, 71.2% with fine-tuned CNN.
Cortex - Wearable AI memory system. MCP server and CLI for Cortex Link (ESP32) and Cortex Core (Pi Zero).
Official implementation of "Next Token Prediction for Generalizable Human Activity Recognition"
Detects when what an engineer believes about a system no longer matches what the system is. Bee hears the claim; AWS AppConfig, Sentry and the repository settle it.
Local-first episodic memory for wearable camera projects and Cleo assistant integration
Consent-first, local-first contextual agent for smart glasses, built with Vuzix Android, AWS Strands, Bedrock, FastAPI, and Next.js.
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