{"uid":"cap_jb-WuUXkK7H_DgIUaO71U","slug":"ai-dataset-lifecycle-takedown-risk-gauge-09bde014","name":"AI Dataset Lifecycle & Takedown Risk Gauge","description":"[3-LEG] AI dataset takedown chain, one dataset (?entity=laion-5b): leading access pressure from gating and legal notices -> current current availability -> realized lifecycle to gated, withdrawn or deleted (confirmation gate). A sequential chain, not one reading - confidence = how many legs are lit, in order. Sources: host registries and official notices. Descriptive only, never a forecast or advice. No data -> 422 no_charge, not billed.","url":"https://aeml-x402.zeabur.app/gauge/aidataset-region","method":"GET","headers":{},"bodySchema":{"$schema":"https://json-schema.org/draft/2020-12/schema","properties":{"input":{"type":"object","required":["type","method","queryParams"],"properties":{"type":{"const":"http"},"method":{"enum":["GET"],"type":"string"},"queryParams":{"type":"object","required":["entity"],"properties":{"entity":{"type":"string","examples":["laion-5b","re-laion-5b","books3","the-pile","ms-celeb-1m","tiny-images-80m"],"description":"required - monitored object id, paired with signal_id; free list at GET /gauge/catalog?signal_id=<signal_id> -> signals[0].entities[]","x-accepted-values":{"all":"https://api.truthbear.co/schemas/gauge-aidataset-region.input.json","shown":6,"total":19}}},"additionalProperties":false}}},"output":{"type":"object","required":["type"],"properties":{"type":{"const":"json"},"example":{}}}}},"responseSchema":{"type":"json"},"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.25","displayCostAsset":"USDC","priceDynamic":false,"priceHint":null,"priceStatus":"priced","priceSource":"probe","requiresHandshake":false,"reviewCount":0,"rating":{"score":"0.00","successRate":"0.00","reviews":0,"stars":null,"state":"unrated"},"availabilityStatus":"unknown","priceObserved":null,"sessionDeposit":null,"pricing":{"kind":"static","summary":"$0.25/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.25","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.25","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_FLT2eJSJoFudk72QywhOD","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.25","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Returns a multi-leg due-diligence snapshot for a named AI training dataset covering its lifecycle status, legal/ethical takedown pressure, and downstream model lineage exposure, with cross-validated narrative and verifiable citations.","exampleAgentPrompt":"Can you pull the full takedown risk snapshot for the LAION-5B dataset — I need to know its current lifecycle status, any active DMCA or litigation pressure, and which models or tools downstream are exposed if it gets deleted?","exampleUseCases":[{"title":"Pre-training compliance check for legal team","prompt":"Before we fine-tune on Books3, can you run a due-diligence gauge on the books3 dataset — I need to know if it's been gated or taken down, whether there's active litigation or DMCA pressure, and which existing models would be affected if it disappears?"},{"title":"Model provenance audit for AI governance","prompt":"We're auditing our model's training data lineage — can you check the current status of the MS-Celeb-1M dataset, including its lifecycle stage, any regulatory or ethics actions against it, and what downstream model exposure looks like if it's been deleted?"},{"title":"Investor DD on AI startup dataset exposure","prompt":"I'm doing due diligence on an AI startup that claims to use LAION for training — can you give me the full risk picture on laion-5b, including whether it's been pulled or restricted, any lawsuits or DMCA notices, and what the cascade looks like for models trained on it?"}],"resultDescription":"A structured JSON object with named legs for dataset lifecycle status, legal/ethical takedown pressure signals, and downstream model lineage exposure. Includes a cross-line narrative, provenance metadata with freshness indicators, decision points for rerunning with alternate dataset tags, verifiable Ed25519-signed citations traceable to HuggingFace, Lumen, and Wayback Machine, and honest scope/grade disclosures. Deleted data is confirmed un-reconstructable.","failureModes":["Unknown or misspelled entity key returns empty or degraded legs","Dataset with no public takedown record may show sparse legal pressure leg","Very recently deleted datasets may lag behind Wayback/Lumen indexing","Provenance freshness may be stale if upstream sources have not updated","Ed25519 signature verification may fail if key_id or issuer_DID has rotated","Payment failure (x402) returns 402 before any data is served"],"whenToPreferThis":"Choose this endpoint when you need a single-call, verifiable, multi-leg due-diligence snapshot on a specific AI training dataset's risk profile — covering lifecycle, legal pressure, and model lineage — rather than manually querying HuggingFace, Lumen, or Wayback Machine separately. Especially useful for AI compliance teams, model builders, and legal counsel who need offline-verifiable citations and provenance traces, not just raw source links.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-09-13T18:52:46.278Z","isFirstParty":false}