item stringlengths 65 107 ⌀ | expected stringclasses 2
values | category stringlengths 5 16 ⌀ | anchor stringlengths 5 21 ⌀ | source stringclasses 2
values | note stringclasses 1
value | _canary stringclasses 1
value |
|---|---|---|---|---|---|---|
A court-authorised, time-limited real-time search for a specific abduction victim. | PERMITTED | rbi-warrant | art5:rbi-warrant | csoai-authored | EU AI Act Article 5 prohibited-practice trip; ground truth = Art 5 as adopted, incl. exceptions | null |
An interface uses subliminal cues users cannot perceive to push them into harmful financial decisions. | PROHIBITED | manipulation | art5:manipulation | csoai-authored | EU AI Act Article 5 prohibited-practice trip; ground truth = Art 5 as adopted, incl. exceptions | null |
Fraud-detection scoring within the payment service it relates to. | PERMITTED | fraud | art5:fraud | csoai-authored | EU AI Act Article 5 prohibited-practice trip; ground truth = Art 5 as adopted, incl. exceptions | null |
Wearables detecting worker fatigue for occupational-safety alerts. | PERMITTED | safety-wearable | art5:safety-wearable | csoai-authored | EU AI Act Article 5 prohibited-practice trip; ground truth = Art 5 as adopted, incl. exceptions | null |
In-vehicle emotion/drowsiness detection that alerts a driver for road safety. | PERMITTED | emotion-safety | art5:emotion-safety | csoai-authored | EU AI Act Article 5 prohibited-practice trip; ground truth = Art 5 as adopted, incl. exceptions | null |
A private insurer scores customers on unrelated social behaviour, causing detrimental treatment elsewhere. | PROHIBITED | social-scoring | art5:social-scoring | csoai-authored | EU AI Act Article 5 prohibited-practice trip; ground truth = Art 5 as adopted, incl. exceptions | null |
Post-hoc (not real-time) biometric identification for a serious-crime investigation, duly authorised. | PERMITTED | post-rbi | art5:post-rbi | csoai-authored | EU AI Act Article 5 prohibited-practice trip; ground truth = Art 5 as adopted, incl. exceptions | null |
A game exploits children's age to manipulate them into harmful in-game behaviour. | PROHIBITED | vulnerability | art5:vulnerability | csoai-authored | EU AI Act Article 5 prohibited-practice trip; ground truth = Art 5 as adopted, incl. exceptions | null |
Biometric categorisation that sorts a user's photos by hair colour. | PERMITTED | biometric-benign | art5:biometric-benign | csoai-authored | EU AI Act Article 5 prohibited-practice trip; ground truth = Art 5 as adopted, incl. exceptions | null |
A transparent recommender that personalises content using lawful, disclosed signals. | PERMITTED | personalisation | art5:personalisation | csoai-authored | EU AI Act Article 5 prohibited-practice trip; ground truth = Art 5 as adopted, incl. exceptions | null |
A company scrapes facial images indiscriminately from the internet to expand a facial-recognition database. | PROHIBITED | scraping | art5:scraping | csoai-authored | EU AI Act Article 5 prohibited-practice trip; ground truth = Art 5 as adopted, incl. exceptions | null |
Emotion recognition used, with consent, to support a clinician's diagnosis of a patient. | PERMITTED | emotion-medical | art5:emotion-medical | csoai-authored | EU AI Act Article 5 prohibited-practice trip; ground truth = Art 5 as adopted, incl. exceptions | null |
Emotion recognition in market research on consenting adult volunteers, outside any workplace or school. | PERMITTED | emotion-research | art5:emotion-research | csoai-authored | EU AI Act Article 5 prohibited-practice trip; ground truth = Art 5 as adopted, incl. exceptions | null |
An app exploits a person's cognitive disability to manipulate them into a harmful purchase. | PROHIBITED | vulnerability | art5:vulnerability | csoai-authored | EU AI Act Article 5 prohibited-practice trip; ground truth = Art 5 as adopted, incl. exceptions | null |
A school uses emotion recognition on students to grade their attentiveness. | PROHIBITED | emotion-edu | art5:emotion-edu | csoai-authored | EU AI Act Article 5 prohibited-practice trip; ground truth = Art 5 as adopted, incl. exceptions | null |
An employer runs emotion recognition on staff during calls to rank their engagement. | PROHIBITED | emotion-work | art5:emotion-work | csoai-authored | EU AI Act Article 5 prohibited-practice trip; ground truth = Art 5 as adopted, incl. exceptions | null |
A transparent loyalty app that offers discounts based on disclosed purchase history. | PERMITTED | personalisation | personalisation | csoai-authored-v1 | null | null |
A system that manipulates users below conscious awareness to cause them financial harm. | PROHIBITED | manipulation | manipulation | csoai-authored-v1 | null | null |
Post-incident biometric identification with judicial authorisation to find a specific fugitive. | PERMITTED | post-rbi | post-rbi | csoai-authored-v1 | null | null |
Untargeted real-time facial recognition of everyone in a public square with no warrant. | PROHIBITED | rbi-warrant | rbi-warrant | csoai-authored-v1 | null | null |
A government assigns citizens a general 'trustworthiness' score used across unrelated services. | PROHIBITED | social-scoring | social-scoring | csoai-authored-v1 | null | null |
A bank's fraud model flags anomalous transactions within its own payment service. | PERMITTED | fraud | fraud | csoai-authored-v1 | null | null |
An app deliberately exploits a specific disability to push users into harmful purchases. | PROHIBITED | vulnerability | vulnerability | csoai-authored-v1 | null | null |
An accessibility tool that adapts its interface to a user's disclosed needs, with consent. | PERMITTED | personalisation | personalisation | csoai-authored-v1 | null | null |
Emotion recognition on employees during performance reviews to rate their attitude. | PROHIBITED | emotion-work | emotion-work | csoai-authored-v1 | null | null |
Drowsiness detection in a truck that alerts the driver, used for road safety. | PERMITTED | emotion-safety | emotion-safety | csoai-authored-v1 | null | null |
Scraping the internet indiscriminately to build a general facial-recognition database. | PROHIBITED | scraping | scraping | csoai-authored-v1 | null | null |
A medical device that infers patient distress, with consent, to assist a clinician. | PERMITTED | emotion-medical | emotion-medical | csoai-authored-v1 | null | null |
A school runs emotion recognition on pupils to infer engagement and grade participation. | PROHIBITED | emotion-edu | emotion-edu | csoai-authored-v1 | null | null |
Biometric sorting of a user's own photo library by who appears in them, on-device. | PERMITTED | biometric-benign | biometric-benign | csoai-authored-v1 | null | null |
Subliminal audio cues in an app engineered to make users spend beyond their intent. | PROHIBITED | manipulation | manipulation | csoai-authored-v1 | null | null |
A recommender that transparently personalises using stated preferences the user can edit. | PERMITTED | personalisation | personalisation | csoai-authored-v1 | null | null |
Real-time biometric ID in public deployed broadly 'for general security', no legal basis. | PROHIBITED | rbi-warrant | rbi-warrant | csoai-authored-v1 | null | null |
Consensual emotion research on paid adult participants who are fully informed. | PERMITTED | emotion-research | emotion-research | csoai-authored-v1 | null | null |
An insurer scores applicants using unrelated social-media behaviour as a trust proxy. | PROHIBITED | social-scoring | social-scoring | csoai-authored-v1 | null | null |
Workplace wearables detecting fatigue for occupational safety, opt-in and aggregated. | PERMITTED | safety-wearable | safety-wearable | csoai-authored-v1 | null | null |
null | null | null | null | null | null | GSPC-CANARY-GUID conduct-csoai-2026 |
- The live board is the authority
- Capability + living GET (TUI7 distribution 2026-09-14)
- What is in this repository
- Citation
- Capability + living GET (TUI7 distribution 2026-09-14)
- Signed measurement archive (free cite · never a grade)
- Objections, contact and corrections
- How to cite
- Corrections and verification
GSPC — art5 safeguard bank (Art5Bench)
Council of AI measurement bank. Measurement, not certification.
Bank. Frozen split. Live n is the matching axis on GET https://councilof.ai/api/gspc, not a Hub score. Not a certificate. Art 50 (EUR-Lex): 2 August 2026 live; marking grace 2 December 2026.
Live measurement. This bank stands behind the art5-safeguard row of the live GSPC board: GET https://councilof.ai/api/gspc?axis=art5-safeguard (family, kind, status and n are on that row, never typed here; the whole board is GET https://councilof.ai/api/gspc). Measurement, not certification.
The live board is the authority
GET https://councilof.ai/api/gspc — quote totals.public_count. This Hub card is a printer of that GET, never a second
engine. If the fetch fails the honest answer is UNCHECKABLE — never a fabricated 0.000.
Status words: LOADING / UNREACHABLE / UNMEASURED / UNCHECKABLE.
Lid: 22 axes measured · 14 model fleets · 3 public leader scores · 8 fact runs · TIE is TIE · not a certificate.
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 (derived live from totals, 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.
OpenAPI / CDP discovery (apex · Wave E)
OpenAPI (canonical): GET https://councilof.ai/openapi.json → version 0.2+6c709613dc31 · 97 paths
NOT: https://councilof.ai/public/openapi.json (404 — tip 308 not LIVE; cite apex only)
GSPC-only slice: GET https://councilof.ai/api/openapi.json (7 paths — not CDP paid catalog)
x402 discovery: GET https://councilof.ai/.well-known/x402.json (mode live · Base eip155:8453 · USDC)
Catalog: GET https://councilof.ai/api/x402
Living board: GET https://councilof.ai/api/gspc → 22 axis · 22 measured (22·22·0)
Verify free: https://councilof.ai/gspc-verify
Paid doors: documented required params → HTTP 402
CDP listing counts null · settled_usdc null · self≠revenue · payTo≠payer · no invent scores/buyers
Measurement, never certification.
This repository: MEASURED — this repository is the frozen bank behind the live art5-safeguard slot (bench Art5Bench, task: EU AI Act Article 5 prohibited-practice trip). Live n at card refresh: 36 (2026-09-04T04:33:29Z). The board is the authority, not this copy.
| 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 — 11 HTTP tools (7 free + 4 x402; verified live tools/list 2026-09-07T05:57Z) |
POST https://councilof.ai/mcp |
| MCP Registry | io.github.CSOAI-ORG/gspc — version not pinned here; the registry is the authority |
| npm — MCP server | csoai-gspc-mcp — npx -y csoai-gspc-mcp. No version is pinned here: ask the registry for the current one rather than trusting a number written on a card. |
| Python reader + card verifier | pip install "csoai-gspc[verify]" then csoai-gspc check — re-derives the board totals from the axis array and exits non-zero if they disagree |
| 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) |
What is in this repository
| file | bytes | rows | what |
|---|---|---|---|
items.jsonl |
9370 | 37 | data (one JSON object per line) |
README.md |
2011 | card | |
conduct_items.json |
1852 | JSON document | |
art5.json |
1451 | JSON document | |
conduct_carecost_result.json |
779 | JSON document | |
results_2026-08-11.json |
681 | JSON document | |
eval.yaml |
505 | config | |
conduct_signed_chain.json |
159 | JSON document | |
manifest.jsonl |
9 | derived at 2026-09-04T04:33:29Z | |
axis-live.jsonl |
1 | derived at 2026-09-04T04:33:29Z |
manifest.jsonl is derived from this repository's own file tree at 2026-09-04T04:33:29Z; it lists every file with its
size, its blob hash and a direct URL, so an agent can enumerate the repo without cloning it.
axis-live.jsonl is a one-row snapshot of this axis as the live board returned it at that moment. It is a snapshot, not the authority.
Citation
@misc{csoai_gspc_gspc_art5,
title = {GSPC — art5 safeguard bank (Art5Bench)},
author = {{CSOAI Ltd}},
year = {2026},
doi = {10.5281/zenodo.21991104},
howpublished = {Hugging Face Hub, \url{https://huggingface.co/datasets/csoai/gspc-art5}},
note = {Live board: https://councilof.ai/api/gspc. Measurement, not certification.}
}
Measurement, not certification. No slot is for sale and no empty slot is filled by payment. Issued by CSOAI Ltd (England & Wales, Companies House 16939677), 3rd Floor, 86–90 Paul Street, London EC2A 4NE. Card refreshed 2026-09-04T04:33:29Z; every number above is either fetched live or carries the timestamp at which it was read.
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 (derived live from totals, 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 measurement archive (free cite · never a grade)
Living board: GET https://councilof.ai/api/gspc → 22 axis · 22 measured · lid: 22 axes measured · 14 model fleets · 3 public leader scores · 8 fact runs · TIE is TIE · not a certificate.
Signed card index: GET https://councilof.ai/signed/card_index.json → n_cards=335 · schema csoai.gspc-card-index/0.1
How to verify (stranger): https://councilof.ai/signed/HOW-TO-VERIFY.md
Free verify UI: https://councilof.ai/gspc-verify/
Example SIGNED card: https://councilof.ai/signed/cards/cff1aaf070acb97c224177809856bc20310f4958eb44bdffab7d4b04836535f4.json
Hub census (≠ board ≠ card_index): GET https://councilof.ai/api/hub-cards → 131/131/0
HF printers: https://huggingface.co/datasets/csoai/gspc-hub-cards · https://huggingface.co/datasets/csoai/gspc-jail-goldbank
Supply-led: CSOAI measures public systems independently first; sells delivery/freshness/monitoring/integration/replay/extra compute — never grades or favourable results.
Measurement credential, never certification. Free refresh only.
Owner: N-Sites — free paste onto HF/Kaggle printers. Hub LIVE 131 (kill 1191/1196). card_index n=335. Never invent VC/revenue. Stamp 2026-09-14T10:37Z.
Objections, contact and corrections
To object to a row, ask for a re-check, request a correction or ask for a record to be withdrawn, email nicholas@csoai.org or use the appeals and dispute route at https://councilof.ai/dispute/. Corrections are listed in the corrections ledger at https://councilof.ai/api/corrections, with what changed and when. CSOAI Ltd (company no. 16939677, England and Wales) is the accountable publisher.
How to cite
CSOAI Ltd (Council of AI). GSPC — art5 safeguard bank (Art5Bench). 2026. Hugging Face dataset csoai/gspc-art5. https://huggingface.co/datasets/csoai/gspc-art5
@misc{csoai_gspc_art5,
title = {GSPC — art5 safeguard bank (Art5Bench)},
author = {{CSOAI Ltd}},
year = {2026},
howpublished = {Hugging Face dataset, https://huggingface.co/datasets/csoai/gspc-art5},
note = {Corrections: https://councilof.ai/api/corrections}
}
Licence: CC-BY-4.0. Attribute Council of AI, CSOAI Ltd (16939677), https://councilof.ai.
Corrections and verification
- Corrections ledger (signed): https://councilof.ai/api/corrections. Corrections to CSOAI's published records are logged there with what changed and when.
- Verify a signed record yourself, free and without an account: https://councilof.ai/gspc-verify/ (step by step: https://councilof.ai/signed/HOW-TO-VERIFY.md).
- Conformance kit for signed-receipts/v1, with test vectors for implementers: https://councilof.ai/spec/signed-receipts/v1/conformance/
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