America's Future ยท 80th Anniversary

Compute for Good
โ† Back to allocation

๐ŸŒŠ Disaster

Flood & wildfire early warning

Near-real-time disaster prediction for regions without commercial forecasting, giving families hours to evacuate.

Impact drivers

density 86.0 / 100

Each driver is normalised 0โ€“1, then weighted. Nothing is hidden.

  • Reach ร— 0.35220M people
  • Urgency ร— 0.2595%
  • Tractability ร— 0.2570%
  • Evidence quality ร— 0.1565%

Diminishing returns

Total impact vs GPU-hours. The first hours buy the most; the dashed red line marks where returns start to saturate (~24k hrs).

Provable inputs

The exact parameters behind this score, fingerprinted so anyone can confirm the ranking used these numbers โ€” not others.

project-params.sha256
$ sha256sum project-params.json
c5893203ba38ec362b4da58f5a7146c3e3d360f0bf64d08b38ebc2ded5c6385a
fingerprint c5893203โ€ฆc6385a