America's Future ยท 80th Anniversary

Compute for Good
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๐Ÿ“š Education

Open tutors for low-resource languages

Train small, offline tutoring models for languages big labs ignore, so students learn in their mother tongue.

Impact drivers

density 74.0 / 100

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

  • Reach ร— 0.3580M people
  • Urgency ร— 0.2550%
  • Tractability ร— 0.2570%
  • Evidence quality ร— 0.1560%

Diminishing returns

Total impact vs GPU-hours. The first hours buy the most; the dashed red line marks where returns start to saturate (~18k 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
5e2cd9fd2c6aae6b6dd3a82abb7bc3762e5494854248e49841302b4e2e0e020d
fingerprint 5e2cd9fdโ€ฆ0e020d