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Kiosks

26 single-page views built from TerraPulse dexes. Most are rebuilt each morning from the latest exports, and each kiosk's source line names the date its data was exported; the lab pages are dated write-ups of their own. The kiosk sets show measured data only; every number traces to the dex named on the card, and the same rows export from terrapulse.info/dex. The lab section at the end is different, and says so.

Tornado kiosks

Exoplanet kiosks

Cyclone kiosks

Space kiosks

Nuclear kiosks

Lab — experiments, not TerraPulse data

Lab pages are experiments run on the dexes and on outside data: models where a model earns its place, plain arithmetic where it does not. Each page says what it did and what it found, nulls included. None of them is measured TerraPulse data, and each carries a banner saying so.

The Tiny Forecaster

tinygrad rapid-intensification experiment on the `tc` record. NOT a kiosk: it is model output, kept under `lab/` as an experiment and shown with the lab banner

tc

The Tiny Forecaster, live

the v2 transformer scored on storms it never saw, with a forecast log. NOT a kiosk: model output, served with the lab banner, regenerated daily

Does a warning's shape predict whether it verifies?

independent rerun of an outside note on 50,469 tornado warnings, twelve issuance-time features, every reported number reproduced (`nws_warning`, `tor`). Lab note, served with the lab banner

nws_warning tor

Can a small transformer read a cyclone's track?

a two-layer causal transformer in tinygrad predicting wind 6 to 48 hours ahead from tokenised tracks, against persistence and the Tiny Forecaster (`tc`). Lab note, served with the lab banner

tc

Do Volcanic Eruptions Impact WSPR Propagation?

41.9M beacon receptions in the pressure wave's own frame after Hunga Tonga, against an X9.0 flare as a positive control — a bounded null (`flare`, `kp_index`, `thermal_anomaly`). Lab note, no model, served with the lab banner

flare kp_index thermal_anomaly

Can a Webcam See What the Satellite Sees?

a month of USGS Kīlauea webcam frames reduced to numbers, no model, against the satellite's nightly fire pixels — the camera watches lava cool with a 74-minute half-life while the satellite still sees it hot (`thermal_anomaly`). Lab note, served with the lab banner

thermal_anomaly

Fire, Flare or Volcano?

a masked-token transformer over FIRMS detection sequences, fitted to weak labels from four dexes, types the 1.1 million thermal anomalies — macro-F1 0.75 held out by map cell, volcano the weak class (`thermal_anomaly`, `power_plant`, `regulated_facility`, `wildfire`). Lab experiment, model output, served with the lab banner; nothing written to a dex

thermal_anomaly power_plant regulated_facility wildfire

Does the cyclone transformer give the same forecast in a browser?

the v2 transformer exported from tinygrad to WebGPU and run in Chrome against the Python model on one storm, 184 forecasts, expected wind within 0.00003 kt, every bin identical (`tc`). Lab note, model output, served with the lab banner

tc

Data from TerraPulse. Built by the tinychase kiosk timer.