Kyeyune Kazibwe is a road engineer in Uganda. He knows which roads need work the most. The problem is not knowing — it's proving it to the people who decide where the next cycle of public money goes.
In one week he built TARA, a tool that takes ordinary dash-cam footage from a phone and turns it into structured road-investment recommendations. The Anthropic judges flagged it under "Keep Thinking" — the category for entries the team wanted to see continue.
A foreign consulting firm with a six-figure budget could have produced a similar report in twelve months. Kyeyune did it on his own time, with a phone and a model. The pattern again: the person who lives the problem closes the gap fastest.