csoai/gspc-swarm

GSPC — swarm bank (SwarmBench v2b)

<!-- csoai-funnel-2026-09-27 -->

In one line: The frozen multi-agent coordination safety bank (SwarmBench v2b) behind the board's swarm axis, with candidates, samples and protocol. For evaluators who want to run the same items against their own model.

Use it

from datasets import load_dataset
ds = load_dataset("csoai/gspc-swarm", split="train")
print(ds[0])

• —Verify a signed card in your browser, free, no account: <https://councilof.ai/gspc-verify/?ref=hf-gspc-swarm>
• —For agents: MCP endpoint POST https://councilof.ai/mcp (free read tools; call tools/list).
• —A row about you is wrong, or you want an endpoint left out? Ask for a re-check or object: <https://councilof.ai/census/?ref=hf-gspc-swarm>

Fresh data

This Hub copy is a dated snapshot. If it disagrees with the live source, the live source wins.

• —GET https://councilof.ai/api/gspc?axis=swarm (free, live, this dataset's row of the board)
• —Signed transparency root (Merkle, board key did:web:csoai.org#board-attestation-1): https://councilof.ai/root.json
• —Daily signed index of every measurement capsule: https://councilof.ai/measurement-capsules/ (also published on the Hub as csoai/evidence-index)
• —Pay per call for a fresh, signed capsule: GET https://councilof.ai/api/request-attestation?subject=<model-id> returns an x402 payment challenge for a signed, content-addressed commission receipt for one named model.
• —Payment terms are published only in <https://councilof.ai/.well-known/x402.json>; this card quotes no price. Payment buys delivery and freshness, never a result, and verifying anything stays free.

Cite

@misc{csoai_gspc_swarm,
  title        = {GSPC — swarm bank (SwarmBench v2b)},
  author       = {{CSOAI Ltd (Council of AI)}},
  year         = {2026},
  publisher    = {Hugging Face},
  url          = {https://huggingface.co/datasets/csoai/gspc-swarm},
  note         = {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. Measurement, not certification.}
}

Measurement, not certification. This card adds no score or ranking of any company. A row marked UNMEASURED has not been measured; it is not a pass.

<!-- /csoai-funnel-2026-09-27 -->

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.

<!-- csoai-live-row --> Live measurement. This bank stands behind the swarm row of the live GSPC board: GET https://councilof.ai/api/gspc?axis=swarm (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. <!-- /csoai-live-row -->

<!-- csoai-hubcard-v2 -->

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: Read totals.lid from the live board at viewing time; measurement, not certification.

<!-- csoai-capability-densify-2026-09-14-tui7 -->

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.* (typed LIVE (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. <!-- /csoai-capability-densify-2026-09-14-tui7 -->

<!-- csoai-path-a-swarm-2026-09-07 -->

Path A — true v2b bank (2026-09-07)

PROTOCOL pad replaced. Default items.jsonl is now KEEP gspc-swarm-candidates-v2.jsonl:

protocol.jsonl remains archive of the old PROTOCOL pad (not the mill bank). Inspect @task / eval.yaml / Jobs still SIT until CEO names wire. Measurement, not certification. Spaces stay printers. <!-- /csoai-path-a-swarm-2026-09-07 -->

<!-- csoai-inspect-v0-swarm-2026-09-07 -->

Inspect AI + HF Jobs (swarm v2b)

• —Path A LIVE: items.jsonl sha256 ab318986d684ebf8a46682a5b82ad7594b1bbd01f7acb25a50e94a3d868076a1 · n=37 · unique_text=37
• —Inspect samples: samples.jsonl (config `inspect`, fields input/target)
• —Hub eval.yaml: evaluation_framework: inspect-ai · task id gspc_swarm · scorer exact
• —@task stub: inspect/task.py → gspc_swarm (HF Path A gate)
• —Jobs UV: jobs/inspect_gspc_swarm_uv.py → hf/csoai/gspc-swarm/gspc_swarm
• —Verified badge NOT claimed until real Hub Jobs succeed — never invent scores
• —Board: GET https://councilof.ai/api/gspc · Hub cards *LIVE (re-GET /api/hub-cards → counts.)** · Measurement, not certification <!-- /csoai-inspect-v0-swarm-2026-09-07 -->

<!-- csoai-wave-e-openapi-2026-09-07 -->

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
Live board: GET https://councilof.ai/api/gspc → quote `totals.public_count` and `totals.lid` at viewing time; do not paste frozen counts.
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.

<!-- /csoai-wave-e-openapi-2026-09-07 -->

This repository: MEASURED — this repository is the frozen bank behind the live swarm slot (bench SwarmBench v2b, task: multi-agent coordination safety). Live n at card refresh: 37 (2026-09-04T04:33:29Z). The board is the authority, not this copy.

What is in this repository

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_swarm,
  title        = {GSPC — swarm bank (SwarmBench v2b)},
  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/datasets/csoai/gspc-swarm}},
  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. <!-- /csoai-hubcard-v2 -->

<!-- csoai-capability-densify-2026-09-14-tui7 -->

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.* (typed LIVE (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. <!-- /csoai-capability-densify-2026-09-14-tui7 -->

<!-- csoai-inspect-stage68-densify-2026-09-14 -->

Inspect scaffold + living GET (Stage68 free densify 2026-09-14)

Live board: GET https://councilof.ai/api/gspc → quote `totals.public_count` and `totals.lid` at viewing time; do not paste frozen counts.
Lid: Read `totals.lid` from https://councilof.ai/api/gspc at viewing time; measurement, not certification.
Hub cards: GET https://councilof.ai/api/hub-cards → quote counts.cells/measured/unmeasured LIVE (no typed triple)
Card index canon: GET https://councilof.ai/signed/card_index.json → n_cards=335 (NOT /api/card_index — 404)
Wrappers ledger: https://councilof.ai/wrappers/ · preview https://councilof.ai/api/wrapper?id=usdc.e:arbitrum&preview=1
Free verify: https://councilof.ai/gspc-verify
cobolbridge.ai: 200 (MEOK cert scrub LIVE — cite only)
OpenX402: Council of AI LIVE projects — cite only, no spend (https://openx402.ai)
Measurement, never certification. Spaces = printers only (no mill). No invent scores. Never certify.

Inspect / Jobs honesty

• —Jail goldbank / swarm: Inspect samples + Jobs UV stubs LIVE where Hub files exist — verified badge only after real Hub Jobs; do not invent scores.
• —Provenance-controls: ChainFacts reader only · n=6 instruments · items.jsonl HTTP 404 · no invent bank n≥30 · Hub eval.yaml stays printer shell until fact-rows wire — Jobs stub SIT.
• —Authority remains GET /api/gspc — Hub listing is not a grade. <!-- /csoai-inspect-stage68-densify-2026-09-14 -->

<!-- csoai-openx402-free-cite-2026-09-14 -->

OpenX402 + free discovery (cite only · never invent OX resource rows)

OpenX402 server: Council of AI · https://councilof.ai · payTo 0x212686404a7d1e1fd88f35ed6200c3af7a78ae31
Servers API: GET https://openx402.ai/api/servers (LIVE row · registered 2026-09-14 · Base tx 0x0eb1ead995e235a2…)
Whitelist: GET https://facilitator.openx402.ai/whitelist/0x212686404A7D1E1fD88F35eD6200c3aF7A78ae31 → whitelisted true
OX discovery resources: GET https://facilitator.openx402.ai/discovery/resources → councilof still 0/60 (no free advertise API; settle-through required — do not invent rows)
Estate well-known: GET https://councilof.ai/.well-known/x402.json → 10 resources · mode live
OpenAPI: https://councilof.ai/openapi.json
Free-door: https://councilof.ai/api/free-door (402 amount 0 · bazaar)
Free crawl: https://councilof.ai/api/feeds/provider-diff (200 JSON · not a paid OX resource)
Catalog: https://councilof.ai/api/x402
Measurement, never certification. Self≠revenue. Never clone PayAI.

Owner: N-Sites spray onto HF leftovers / registry printers. OX discovery stays 0 until settle-through — never invent. Stamp 2026-09-14T03:29Z.

<!-- csoai-smithery-e1e2-honest-2026-09-14 -->

Smithery / MCP door (measured 2026-09-14 — not a certification)

• —Primary free MCP door: https://councilof.ai/mcp — GET 200; tools/list = 12 tools (matches registry tools[] for csoai/gspc-mcp).
• —Smithery primary listing: https://smithery.ai/server/csoai/gspc-mcp · registry https://registry.smithery.ai/servers/csoai/gspc-mcp — deploymentUrl=https://gspc-mcp--csoai.run.tools → GET/POST 401 `invalid_token` (Smithery auth required). Prefer Connect https://councilof.ai/mcp; registry deploymentUrl is gateway-by-design (run.tools 401 without bearer) — do not claim registry points at the council door.
• —Stale duplicate: https://smithery.ai/server/csoai/gspc · registry https://registry.smithery.ai/servers/csoai/gspc — tools[] includes phantoms measure|verify|jail-probe|enter-arena (not on live /mcp); deploymentUrl=https://gspc--csoai.run.tools also 401. Prefer archive/unlist; keep only csoai/gspc-mcp.
• —Registry write: PATCH/DELETE need Authorization — no free write without Nick Smithery login (HARD BLOCKER if token absent).
• —Measurement only. Never invent that Smithery was fixed. Never certify. <!-- /csoai-smithery-e1e2-honest-2026-09-14 -->

<!-- csoai-cite-v1:start -->

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 — swarm bank (SwarmBench v2b). 2026. Hugging Face dataset csoai/gspc-swarm. https://huggingface.co/datasets/csoai/gspc-swarm

@misc{csoai_gspc_swarm,
  title        = {GSPC — swarm bank (SwarmBench v2b)},
  author       = {{CSOAI Ltd}},
  year         = {2026},
  howpublished = {Hugging Face dataset, https://huggingface.co/datasets/csoai/gspc-swarm},
  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/ <!-- csoai-cite-v1:end -->

<!-- csoai-archive-by-axis:start 2026-10-06 -->

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=335
• —GET https://councilof.ai/api/gspc → 23 axes · 23 measured
• —GET 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. <!-- csoai-archive-by-axis:end 2026-10-06 -->

<!-- csoai-smithery-connect-honest-2026-10-05 -->

Smithery / MCP Connect (measured 2026-10-05 — not a certification)

• —Primary Connect (free tools): https://councilof.ai/mcp — initialize 200; call tools/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. Registry deploymentUrl remains 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/gspc 404 after unlist attempt; registry row may still exist with run.tools 401. Prefer only csoai/gspc-mcp for discovery.
• —Measurement only. Never invent that registry deploymentUrl equals councilof.ai/mcp. Never certify. <!-- /csoai-smithery-connect-honest-2026-10-05 -->