Note Dashcam video from contributors' regular drives, with stills, under a commercial training license. Real routes.

Note Photos and videos chosen by contributors from their own camera rolls, under a commercial training license. Screened.

Note Unedited photos shot inside the Kled camera, EXIF intact, no filters or camera-roll imports. Global contributor base.

Note Photographed and scanned pages of handwritten notes, worked math and diagrams from contributors worldwide.

Note Overhead photos of whole pages people wrote for themselves, in their own languages and scripts. Messy hands welcome.

Note Contributors reading on-screen phrases from a 2,800-item bank, one phrase per clip, mapped to its prompt. Many accents.

Note Prompted numbers, letter spellings, names and addresses read aloud, one item per clip, each mapped to a 3,425-item bank.

Note Full-page screenshots of public information and form pages on government sites across 11 Southeast Asian countries.

Note Whole-screen screenshots of live apps, status bar and navigation included, on contributors' own phones, by screen type.

Note Screenshots of images contributors judged AI-generated on social platforms, with platform, source, reason, confidence.

Note People folding real laundry, phone on the folding surface, faces out of frame. Deformable-object manipulation data.

Note Hands picking up everyday objects and setting them down on tables, shelves and counters in real homes. Raw video.

Note Hands opening and closing doors, cabinets, drawers and appliances in real homes. Raw demonstration video, third-person.

Note Photos taken at night or in dim rooms with the flash off and no brightening afterward, straight from the Kled camera.

Note Photo failures people would have deleted: motion blur, missed focus, tilted horizons, cut-off subjects. Real phones.

Note Screenshots of notification shades and lock screens with two or more notifications stacked, status bar included.

Note Overhead photos of contributors' own paper receipts, top to bottom in frame, faded and crumpled strips included.

Note Words handwritten on a phone screen with a finger or stylus, captured as time-stamped stroke coordinates, not images.