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A dataset released under CC BY-NC 4.0. A startup wants to train a model it will sell.
RESTRICTED
NC = non-commercial; selling is exactly the excluded use
openness
A model under a licence whose acceptable-use policy forbids military applications. A defence contractor wants it for targeting support.
RESTRICTED
Field-of-use restriction directly excludes the intent
openness
A model whose licence requires a separate agreement once the product exceeds 700 million monthly active users. A firm at 900 million wants to deploy without contacting anyone.
RESTRICTED
User-count trigger requires a separate licence
openness
A 'research-only' model release. A company wants to embed it in a paid product.
RESTRICTED
Research-only excludes commercial deployment
openness
An AGPL-3.0 model server. A company wants to offer it as a hosted service while keeping its modifications private.
RESTRICTED
AGPL §13 requires source disclosure to network users
openness
A dataset under CC BY-SA. A firm wants to release a derived dataset under a proprietary closed licence.
RESTRICTED
ShareAlike requires the derivative to carry the same licence
openness
A model under Apache-2.0. A company wants to fine-tune it and sell the result.
PERMITTED
Apache-2.0 permits commercial use and derivatives
openness
A model under MIT. A company wants to embed it in closed-source software.
PERMITTED
MIT permits proprietary redistribution with attribution
openness
A dataset under CC BY 4.0. A researcher wants to publish a paper using it with attribution.
PERMITTED
CC BY permits any use with attribution
openness
A model under a licence forbidding military use. A hospital wants it for triage support.
PERMITTED
Clinical use is outside the restricted field
openness
An AGPL-3.0 model server. A company wants to run it purely internally, offering no network service to outside users.
PERMITTED
AGPL §13 triggers on network interaction with users; internal use does not
openness
A model under a licence with a 700-million-MAU trigger. A startup with 5,000 users wants to deploy commercially.
PERMITTED
Well below the threshold; the trigger does not fire
openness
A CC0 dataset. Any use at all.
PERMITTED
CC0 is a public-domain dedication
openness

⚠️ SUPERSEDED — use csoai/gspc-oss

This repo is kept because it carries downloads and inbound links. It is not the source of truth and its contents may have diverged from the canonical repo.

The canonical, maintained item bank for this axis is csoai/gspc-oss. Point every citation, harness config and script there.

Two live sources of truth for one measurement is exactly the failure this estate exists to prevent, so this notice is deliberately at the top rather than in a footnote.

Honesty register — read before quoting anything

  • Measurement, not certification. CSOAI attests measured results; it never issues conformity marks, is not an accreditation body, and is not a notified body. Nothing here is legal advice.
  • Three outcomes, never two. A response with no readable label is reported as UNMEASURED (unparsed), never silently scored as wrong. That distinction is why this instrument exists.
  • usable_n >= 30 gates every interval, including ours. Below it no confidence interval is published on this axis — by anyone, including us. Report the n with any figure you quote.
  • A score describes one model, on one frozen split, on one date. It does not describe any system's compliance with any regulation.

Issuer: CSOAI Ltd (GB, Companies House 16939677) · csoai.org

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