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

Note Six-photo sets of one retail product: front, back, both sides, top and a barcode close-up, same lighting throughout.

Note Full-screen screenshots of live app and site failures (spinners, "something went wrong", payment failed), in context.

Note Settings pages one level deep inside real apps, every toggle, slider and option visible. Top-level menus excluded.

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

Note Street-level photos of Southeast Asian building sites focused on a prompted element, no faces, hazards noted.

Note Ordered 4 to 6 screenshot sequences of one real website flow (sign-up, basket, booking, settings), each step described.

Note Overhead photos of cluttered surfaces with ten or more objects, each with an exact count entered by the photographer.

Note Eight-photo sets pairing a fake and a genuine version of one product, same light, same four angles, which is fake noted.

Note Three-shot sets of household damage (damp, cracks, leaks, peeling paint) from whole room to close-up, defect type named.

Note Three-photo sets of damaged deliveries in Southeast Asia: whole item, damage close-up, packaging with its label.

Note Fake "missed delivery" texts and emails in Southeast Asia, posing as regional couriers, sender and link in frame.

Note Fraudulent trading platforms, fake exchange dashboards and recruitment messages in Southeast Asia, scam type noted.

Note Close-ups of three or more almost identical items in one frame, each with the owner's note on what tells them apart.

Note Square-on photos of nutrition facts and ingredient panels from food sold in 11 Southeast Asian countries, rows legible.

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

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

Note Straight-on photos of handwritten and hand-painted signs in Southeast Asian shops, markets and streets.

Note Whole-chat screenshots of scammers posing as a bank, employer or company, claimed identity and the ask both visible.

Note Full screenshots of suspected scam listings on Shopee, Lazada, Facebook Marketplace and peers, red flags noted.

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

Note Close, square-on photos of consumer packaging whose main text is not English, from 11 Southeast Asian countries.

Note Sharp photos of real-world writing in Devanagari, Arabic, Thai, Cyrillic, Han and other non-Latin scripts, tagged.

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

Note Straight-on photos of shipping labels on real parcels, barcodes and small print sharp, from couriers in many countries.

Note Scam text messages as received in 11 Southeast Asian countries, sender line and full message intact.

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

Note Close-ups of healthy and unhealthy plants in 11 Southeast Asian countries, leaf and stem detail, grower's note attached.

Note Whole-page photos of menus, carinderia boards and warung price lists in 11 Southeast Asian countries, prices readable.

Note Controlled triplets of one app screen as it normally looks, in dark mode, and at maximum system text size.

Note Scam emails from inboxes in 11 Southeast Asian countries, screenshotted with the sender address and full body visible.

Note Ordered screenshot sequences of one flight, hotel or restaurant booking from search to review, each step described.

Note Close, straight-on photos of price labels and promo signs in shops across 11 Southeast Asian countries, digits sharp.

Note Continuous 30 to 60 second clips circling slowly around one ordinary object in even light, object centered throughout.

Note Photos where one everyday object partly hides another, labeled with what is hidden and roughly how much is covered.

Note Wide photos of stocked shelves in shops across 11 Southeast Asian countries, whole shelf in frame, prices readable.

Note Road signs, shop fronts and warning signs across 11 Southeast Asian countries, every word legible, mixed scripts.

Note Dating and social profiles whose photo looks AI-generated, captured with the app interface, platform and tell noted.

Note Five-photo sequences from a propped, unmoving phone: exactly one object removed between shots, each removal named.

Note Three-photo sets of packages that look opened or resealed: whole package, seal close-up, residue or misalignment.

Note Sharp photos of electronic departure boards and timetables at bus, rail and ferry stops and airports in Southeast Asia.

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

Note Damage photo sets for cars and motorbikes in Southeast Asia, whole vehicle to panel to close-up, with questionnaire.

Note Eight-photo walks around one object on a table in even light, a frame every eighth turn, object and light unchanged.

Note Streets, markets and roads photographed through monsoon rain, fog, flooding, heat haze and glare in Southeast Asia.

Note Photos and short clips of building entrances from the street: doors, entryways, signage and access points.

Note In-app photos of potholes on New York City streets, location-verified, some with a second shot of the street.

Note Completed haircuts and styling work framed on the hair, faces avoided, as photos and short clips across hair types.

Note Photos and short clips of where deliveries get left: lobbies, doorsteps and mailrooms, faces avoided.

Note Drone video and aerial stills over streets, buildings and infrastructure, uploaded by pilots from their own flights.

Note Short clips of where a walker must choose: sidewalk forks, entrances, stairways and crossings, approach and choice.

Note Real curbside conditions: parked vehicles, loading zones, street parking and signage, as found in cities worldwide.

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

Note First-person clips of walking through sidewalks, crossings and dense streets, phone held forward at chest height.