GSPC — swarm bank (SwarmBench v2b)

Byte-identical copy of the Hugging Face dataset csoai/gspc-swarm at revision c6893fcb8c1016d9293bed524ef2a6da8c3f3105. It was copied only after that revision scored 100% on CSOAI's outward quality gate (2026-09-29T06:10:57Z). Per-file SHA-256 values are in MANIFEST.json. The card below is the dataset card, unedited. A listing on this site is a copy for access, not a sign of adoption. GSPC — swarm bank (SwarmBench v2b) 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 = {Methodology: doi:10.5281/zenodo.21991104. 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. 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 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. 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. 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. Path A — true v2b bank (2026-09-07) PROTOCOL pad replaced. Default items.jsonl is now KEEP gspc-swarm-candidates-v2.jsonl: Field Value sha256 ab318986d684ebf8a46682a5b82ad7594b1bbd01f7acb25a50e94a3d868076a1 n 37 unique_text 37 (prove unique≠1) Hub cite GET https://councilof.ai/api/hub-cards → re-GET counts.* (typed Hub triples SUPERSEDED) Board GET https://councilof.ai/api/gspc → quote totals.public_count and totals.lid at viewing time 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. 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 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. 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. 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 https://doi.org/10.5281/zenodo.21991104 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 https://doi.org/10.5281/zenodo.22293341 What is in this repository file bytes rows what items.jsonl 14343 41 data (one JSON object per line) protocol.jsonl 6789 30 data (one JSON object per line) README.md 2099 card swarm.json 923 JSON document results_2026-08-11.json 679 JSON document eval.yaml 506 config manifest.jsonl 7 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_swarm, title = {GSPC — swarm bank (SwarmBench v2b)}, author = {{CSOAI Ltd}}, year = {2026}, doi = {10.5281/zenodo.21991104}, 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. 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. 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. 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. 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 the public door above; do not treat run.tools as the free 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. Signed measurement archive (free cite · never a grade) Live board: GET https://councilof.ai/api/gspc → quote `totals.public_count` and `totals.lid` at viewing time; do not paste frozen counts. 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 [e-mail] 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/