Camera first
Location is automatic. AI structures the evidence. The person confirms.
Waste is visible. The data usually isn’t.
Take a photo of waste. YUK helps figure out what it is, whether we’ve seen it before, and what changed after someone acted on it.
A 2026 continuation of the waste-mapping software lineage built for World Cleanup Day.
01
The map should not be a pile of reports. It should be our best current estimate of where waste actually is.
A person, municipality, camera or model can all provide evidence. YUK turns that evidence into observations, links observations that appear to describe the same physical place, and keeps the history instead of overwriting it.
AI is the sensor interpreter, not the authority: identify material, amount, hazard, duplicates and confidence; blur faces and plates; then let people confirm what matters.
02
The project has history
In 2018 the World Cleanup mobile code split during a vendor handoff and an Expo → React Native transition. The old generation survived by accident in a Haamer Ventures fork. In 2026 both surviving Git histories were deliberately reunited before YUK began.
03
The important rewrite is conceptual
The old system mostly asked: where are the trashpoints? YUK asks what the evidence currently tells us about waste in the physical world—and what action changed it.
Location is automatic. AI structures the evidence. The person confirms.
Capture should survive ferries, forests, weak networks and old phones.
Cleaning a site changes its state; it does not erase what happened there.
Public data should be useful without exposing people, sensitive media or unsafe precision.
04
Why now
Phones already know where they are and people already photograph strange things in the street. Vision models can now turn a photo into structured evidence cheaply enough to make reporting nearly invisible.
The opportunity is not another cleanup counter. It is an open observational layer that can connect citizen evidence, cleanup outcomes, municipal data and machine sensing into something researchers and communities can actually use.
Early signal
YUK is still at the beginning. Join if you want to test early builds, contribute data or code, research waste, or just see where this goes.