we build a tiny town of survivors out of a real evacuation survey — then watch them decide, in words, as the water rises.









tuned until it matches the real Noto survey.
a real survey role — a house, a memory, a worry.
the engine turns raw data into what they see, in words.
their choice in words, written back as a move on the map.
a calibrated agent-based model, a population of LLM residents, and an Environment Engine that translates both ways — built on real GIS, seismic, and warning data from the 2024 Noto earthquake & tsunami.