ch21.ai / channel 84 / live demo

measure a real photo

This is topío's measuring stage running unfiltered on one frame: monocular depth reasoning, two independent scale paths (EXIF cues and known-size reference objects), cross-check, then height, spread and caliper in inches with an uncertainty band. Nothing is stored and nothing is filed to the library — the demo is read-only against the pipeline.