Alexis Rondeau

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Note · Tuesday, July 21, 2026 · 00:00

Autonomous Research with AI: "Not all who wander are lost" — can a UAV learn a city by heart, with no GPS, no map on board, just a $10 flight computer?

Yes! An AI agent running an autoresearch loop of 109 experiments ($487) found a special-purpose neural memory architecture that ‘remembers’ an exact geo-location from an in-flight daytime picture of Berlin — even on a photograph of the city it never saw in training. No GPS, no internet, no map on board, just a 31.7 MB file of weights that works on 93.0% of camera frames; 95 of 100 flights arrive within 100 m.

The research in eleven slides

Autonomous Research with AI: “Not all who wander are lost” — can a UAV learn a city by heart, with no GPS, no map on board, just a $10 flight computer?

The result: 95 of 100 flights arrive within 100 m

One flight, replayed

The winning design

The empty experiment

The research loop

The agents tried 87 designs

109 experiments, one score

The family tree of the search

The shape of the search

The whole research, open

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