GSPC — the measured governance of AI
Collection
Live GSPC board and related banks. Counts change: fetch councilof.ai/api/gspc. A collection item is not a measured subject. Not certification. • 43 items • Updated
clan-csoai-plain — measured, not certified
An in-house CSOAI care/refusal fine-tune, measured on the same GSPC board as every other model. This page publishes its signed measurement cards — the weak row included.
The low care-refusal-protect row (0.0968) is kept on purpose. A measurement body that deletes its own weak
axis has stopped measuring. Our own models are also excluded from public leads on the board: where a
council specialist held the point lead, the axis shows no external leader rather than an invented one.
No weights are published in this repository. This is a measurement record: the signed cards below are the artefact. Every hash resolves to a card you can fetch and verify yourself, with no account.
Measured axes — Ed25519-signed, re-verifiable
| axis | accuracy | signed card (sha256) | frozen bank |
|---|---|---|---|
care-refusal-help |
1.0 | acf6bf03…65133a4 |
csoai/gspc-care |
care-refusal-protect |
0.0968 | 82994353…5a09a1c |
csoai/gspc-care |
Each card was fetched and confirmed 200 at 2026-09-04T04:39:12Z. To check one by hand, follow
https://councilof.ai/signed/HOW-TO-VERIFY.md, or paste it into
https://councilof.ai/gspc-verify — free, no account. A card is evidence of what bytes scored on a frozen
bank at a time. It is not an approval, a rating, or a safety guarantee.
The live board is the authority
GET https://councilof.ai/api/gspc — quote totals.public_count. This model card is a printer of that GET plus the signed
cards it names. Fetch fail → UNCHECKABLE, never a fabricated 0.000.
Lid: 22 axes measured · 14 model fleets · 3 public leader scores · 8 fact runs · TIE is TIE · not a certificate.
| Live board (authority) | https://councilof.ai/api/gspc |
| Verify a card — free, no account | https://councilof.ai/gspc-verify |
| How to verify, by hand | https://councilof.ai/signed/HOW-TO-VERIFY.md |
| Transparency root (Merkle) | https://councilof.ai/root.json |
| Every CSOAI repo on the Hub | https://huggingface.co/csoai |
| Methodology DOI | 10.5281/zenodo.21991104 (Zenodo record unavailable since 29 Sep 2026: account blocked by Zenodo; appeal pending. Live methodology page (not the deposit's bytes): https://councilof.ai/methodology/) |
| MCP endpoint — 12 tools, verified 2026-09-04T04:39:12Z | POST https://councilof.ai/mcp |
| Python reader + card verifier | pip install "csoai-gspc[verify]" |
| This board as a dated, citable snapshot | 10.5281/zenodo.22293341 (Zenodo record unavailable since 29 Sep 2026: account blocked by Zenodo; appeal pending. Live board dataset (not the deposit's bytes): https://huggingface.co/datasets/csoai/gspc-board) |
Citation
@misc{csoai_model_clan_csoai_plain,
title = {clan-csoai-plain — measured, not certified},
author = {{CSOAI Ltd}},
year = {2026},
doi_status = {Zenodo DOI 10.5281/zenodo.21991104: UNAVAILABLE since 29 Sep 2026 (Zenodo blocked the CSOAI account; appeal pending; status https://councilof.ai/interop/zenodo-status.json). Cite the served methodology: https://councilof.ai/signed/HOW-TO-VERIFY.md},
howpublished = {Hugging Face Hub, \url{https://huggingface.co/csoai/clan-csoai-plain}},
note = {Live board: https://councilof.ai/api/gspc. Measurement, not certification.}
}
Measurement, not certification. Issued by CSOAI Ltd (England & Wales, Companies House 16939677), 3rd Floor, 86–90 Paul Street, London EC2A 4NE. Card refreshed 2026-09-04T04:39:12Z.
Living GET (printer — densify 2026-09-07)
- Live board:
GET https://councilof.ai/api/gspc→ 23 axes · 23 measured (23·23·0). Quotetotals.public_count. - Hub cells (third-party Hub — not the board; not cards 336 / root 168 / index 335):
GET https://councilof.ai/api/hub-cards→ re-GETcounts.*(typed Hub triples SUPERSEDED). - Free verify: https://councilof.ai/gspc-verify
- This README is a printer of those GETs. Do not freeze a score table. Never certify / never stamp MEASURED / never sell rank. Fetch fail → UNCHECKABLE.
Capability + living GET (TUI7 distribution 2026-09-14)
SUPERSEDED: typed Hub triples LIVE (re-GET /api/hub-cards → counts.*) (and prior 885/900/937/1113/1182/1185) — do not re-paste. Hub cite = live GET only.
Live board: GET https://councilof.ai/api/gspc → quote totals.public_count / totals.lid (23·23·0 derived, never typed as a frozen paste)
Hub cards: GET https://councilof.ai/api/hub-cards → quote counts.cells / counts.measured / counts.unmeasured LIVE (no typed Hub triple)
Hub bank: https://huggingface.co/datasets/csoai/gspc-hub-cards
Free verify: https://councilof.ai/gspc-verify
Discovery: GET https://councilof.ai/.well-known/x402.json (live · Base · USDC)
OX discovery resources: councilof 0/60 honest — do not invent rows
Measurement, never certification. Printer only — no axis mine on ZeroGPU. A100 COLD.
Council of AI — GSPC + Hub printer
- Living board: https://councilof.ai/api/gspc — quote
totals.public_count/totals.lid(never invent MEASURED) - Hub cite: https://councilof.ai/api/hub-cards — re-GET; quote
counts.*(typedLIVE (re-GET /api/hub-cards → counts.*)SUPERSEDED 2026-09-14) - Hub dataset bank: https://huggingface.co/datasets/csoai/gspc-hub-cards
- Verify free: https://councilof.ai/gspc-verify
- x402 discovery: https://councilof.ai/.well-known/x402.json
- Catalog: https://councilof.ai/api/x402
- Free door (amount 0): https://councilof.ai/api/free-door
- Jail goldbank: https://huggingface.co/datasets/csoai/gspc-jail-goldbank
- Human: free + x402 PAYG · Coming—Paddle not live · never Stripe
- Agents: payTo is merchant receive — never the signer
- Self-settle proves the rail; stranger revenue is separate (do not invent buyers)
- Measurement, not certification. Never sell a rank. Never certify.
Any Hub x402.json in a CSOAI printer is a byte-mirror of the living well-known GET — not a second authority.
Signed archive by axis (measurement, never certification)
Source: https://councilof.ai/signed/card_index.json (schema csoai.gspc-card-index/0.1, packaged 2026-08-28T15:39:25Z). Existing signed units only; measured is not scored; supply-led, never a grade.
Totals: 335 signed cards · 16 card_index axes · 335/335 cards HTTP 200 · 64 distinct public model names.
Live lids (re-GET 2026-10-06T01:13Z):
GET https://councilof.ai/signed/card_index.json→ n_cards=335GET https://councilof.ai/api/gspc→ 23 axes · 23 measuredGET https://councilof.ai/api/hub-cards→ 384/384/0 (cells/measured/unmeasured)
Connect: Primary MCP: https://councilof.ai/mcp
Verify (free): https://councilof.ai/gspc-verify/ · method https://councilof.ai/signed/HOW-TO-VERIFY.md
Zenodo DOI 10.5281/zenodo.21991104: UNAVAILABLE since 29 Sep 2026 (Zenodo blocked the CSOAI account; appeal pending; status https://councilof.ai/interop/zenodo-status.json). Cite the served methodology: https://councilof.ai/signed/HOW-TO-VERIFY.md
Caveat: do not fuse card_index axes (16) with board axes (23) or Hub cells (384); they are three different counts. Per-card values are point-in-time; never compare a card's accuracy to the live board as one number. RunPod pod outputs are UNSIGNED and are not counted or cited.
Smithery / MCP Connect (measured 2026-10-05 — not a certification)
- Primary Connect (free tools):
https://councilof.ai/mcp— initialize 200; calltools/list. Prefer this URL in every agent config. - Smithery discovery: https://smithery.ai/servers/csoai/gspc-mcp — external release lists upstream
https://councilof.ai/mcp. RegistrydeploymentUrlremains the Smithery gateway (https://gspc-mcp--csoai.run.tools); POST without bearer → 401. That is gateway-by-design — do not claim the registry points at the council door. - Stale duplicate
csoai/gspc: UI/servers/csoai/gspc404 after unlist attempt; registry row may still exist with run.tools 401. Prefer onlycsoai/gspc-mcpfor discovery. - Measurement only. Never invent that registry
deploymentUrlequalscouncilof.ai/mcp. Never certify.
Collections including csoai/clan-csoai-plain
Evaluation results
- accuracy (care-refusal-help) on care-refusal-helpself-reported1.000
- accuracy (care-refusal-protect) on care-refusal-protectself-reported0.097