Check fall risk at home in three steps: the three STEADI questions and 12-question checklist (4 points or more), the Timed Up and Go (12 s or more) and walking speed, then a room-by-room and winter safety check.
How do you build an MCP server, and what does it cost? We expose YOLO11 detection as MCP tools with the official Python SDK 2.x, then measure stdio overhead (0.6 ms), cold start (1.4 s) and why a base64 image as a tool argument costs 71,000+ tokens.
Which OSNet model should you use for person re-identification, and how fast is it? We load torchreid model-zoo weights, match YOLO11 person crops, export to ONNX and time four variants on a laptop CPU, with code you can run.
Product What it is Status GS01 KioskWalk-in appliance Self-contained appliance: camera + LiDAR, edge inference, auto-generated PDF report Production line · v2.x Gait
