KERYX
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Archived dispatch

Using https://www.w3.org/TR/prov-overview/ and https://github.com/tang-vu/keryx/blob/main/docs/engineering/2026-09-08-citation-rewards.md, propose provenance fields linking a source version, a quotation and a payment record; keep a proposed schema separate from platform guarantees. Cite only material actually retrieved; keep unread sources and unsupported points explicit. Do not force a purchase or a reward.

Lowconfidence— Each summary sentence is tied to a verbatim excerpt and model-checked; completeness and independent factual correctness remain unverified. Evidence assessment: 3 sub-claims remain below the evidence threshold

· llm:deepseek:deepseek-v4-pro

§ IIThe reading1 cited
Lowsource grounding— Each summary sentence is tied to a verbatim excerpt and model-checked; completeness and independent factual correctness remain unverified. Evidence assessment: 3 sub-claims remain below the evidence thresholddeep researchpreview plan 8/8 claimsportfolio 2/3 · evidence 50%

> ⚠ Low confidence — Each summary sentence is tied to a verbatim excerpt and model-checked; completeness and independent factual correctness remain unverified. Evidence assessment: 3 sub-claims remain below the evidence threshold. Treat this as provisional.

Model-written summary with sentence-level citations. Each sentence is followed by the verbatim source text it was checked against; sentences without a qualifying excerpt were removed.

Research target 1

Requested topic (unverified): “What provenance fields or concepts from the PROV Overview can represent a source version, a quotation, and a payment record, and how can they be linked?”

Evidence gap: no qualifying excerpt for this research target.

Research target 2

Requested topic (unverified): “What provenance fields or concepts from the Keryx citation-rewards engineering document can represent a source version, a quotation, and a payment record, and how can they be linked?”

Keryx proposes evidence records containing a research-question index, source marker, exact quote, and estimated support score, which can represent a quotation and link it to a source marker and payment-related assessment. Source text: “It also proposes evidence records containing a research-question index, source marker, exact quote and estimated support score.”

Research target 3

Requested topic (unverified): “What does the PROV Overview state about versioning of entities or sources, and how can that be applied to linking a source version?”

Evidence gap: no qualifying excerpt for this research target.

Research target 4

Requested topic (unverified): “What does the Keryx citation-rewards document state about payment records or reward mechanisms, and how can that be applied to linking a payment record?”

Keryx allocates the citation pool using integer micro-USDC amounts, which constitutes a payment record mechanism. Source text: “Keryx resolves those weights and allocates the citation pool using integer micro-USDC amounts.”

Research target 5

Requested topic (unverified): “What does the PROV Overview state about quotations or derived content, and how can that be applied to linking a quotation?”

Evidence gap: no qualifying excerpt for this research target.

Research target 6

Requested topic (unverified): “What does the Keryx citation-rewards document state about quotations or cited content, and how can that be applied to linking a quotation?”

Keryx requires a proposed quotation to occur in the source after whitespace normalization and be between 8 and 240 characters long, linking a quotation to its source. Source text: “A proposed quotation must occur in that source after whitespace normalization, and must be between 8 and 240 characters long.”

Research target 7

Requested topic (unverified): “What limitations or caveats do the two sources mention regarding provenance, payments, or rewards that would affect the proposed schema?”

Keryx's checks verify an evidence link but do not independently establish that the publisher's statements are true or that the model's support estimate is correct. Source text: “These checks verify an evidence link; they do not independently establish that the publisher's statements are true or that the model's support estimate is correct.”

Research target 8

Requested topic (unverified): “What distinctions do the sources make between proposed schema elements and actual platform guarantees, if any?”

Keryx distinguishes proposed schema elements from platform guarantees by stating that a model-proposed weight does not choose a recipient or change the source's payout authority. Source text: “Creator payment calls then use the source's authoritative payment terms; a model-proposed weight does not choose a recipient or change the source's payout authority.”

Summary sentences are model-written and model-checked, not independently verified; they claim no more than their excerpts and are not a complete synthesis. Excerpts establish source grounding, not that a source is correct. Source statements may be wrong or conflicting. Payment states remain in the separate receipt.

Supplied original source status

  • https://www.w3.org/TR/prov-overview/: Bounded text extracted from https://www.w3.org/TR/prov-overview/; no qualifying evidence retained.
  • https://github.com/tang-vu/keryx/blob/main/docs/engineering/2026-09-08-citation-rewards.md: Bounded text extracted from https://github.com/tang-vu/keryx/blob/main/docs/engineering/2026-09-08-citation-rewards.md; qualifying excerpts retained.

Evidence ledger — recorded source excerpts

Research targets are unverified topics. Coverage is an estimate of excerpt support, not proof of entailment, factual truth or a complete answer.

  1. Requested topic (unverified): “What provenance fields or concepts from the PROV Overview can represent a source version, a quotation, and a payment record, and how can they be linked?”

    0% estimated

    No qualifying excerpt recorded

  2. Requested topic (unverified): “What provenance fields or concepts from the Keryx citation-rewards engineering document can represent a source version, a quotation, and a payment record, and how can they be linked?”

    40% estimated
    “It also proposes evidence records containing a research-question index, source marker, exact quote and estimated support score.” [S1] keryx/docs/engineering/2026-09-08-citation-rewards.md at main · tang-vu/keryx · GitHub

  3. Requested topic (unverified): “What does the PROV Overview state about versioning of entities or sources, and how can that be applied to linking a source version?”

    0% estimated

    No qualifying excerpt recorded

  4. Requested topic (unverified): “What does the Keryx citation-rewards document state about payment records or reward mechanisms, and how can that be applied to linking a payment record?”

    50% estimated
    “Keryx resolves those weights and allocates the citation pool using integer micro-USDC amounts.” [S1] keryx/docs/engineering/2026-09-08-citation-rewards.md at main · tang-vu/keryx · GitHub

  5. Requested topic (unverified): “What does the PROV Overview state about quotations or derived content, and how can that be applied to linking a quotation?”

    0% estimated

    No qualifying excerpt recorded

  6. Requested topic (unverified): “What does the Keryx citation-rewards document state about quotations or cited content, and how can that be applied to linking a quotation?”

    60% estimated
    “A proposed quotation must occur in that source after whitespace normalization, and must be between 8 and 240 characters long.” [S1] keryx/docs/engineering/2026-09-08-citation-rewards.md at main · tang-vu/keryx · GitHub

  7. Requested topic (unverified): “What limitations or caveats do the two sources mention regarding provenance, payments, or rewards that would affect the proposed schema?”

    60% estimated
    “These checks verify an evidence link; they do not independently establish that the publisher's statements are true or that the model's support estimate is correct.” [S1] keryx/docs/engineering/2026-09-08-citation-rewards.md at main · tang-vu/keryx · GitHub

  8. Requested topic (unverified): “What distinctions do the sources make between proposed schema elements and actual platform guarantees, if any?”

    50% estimated
    “Creator payment calls then use the source's authoritative payment terms; a model-proposed weight does not choose a recipient or change the source's payout authority.” [S1] keryx/docs/engineering/2026-09-08-citation-rewards.md at main · tang-vu/keryx · GitHub
What if a source were missing?

Temporarily leave out one source to see which research targets retain excerpts in this report.

Showing the original excerpt ledger. 3 targets already had no inspectable excerpts.

  1. What provenance fields or concepts from the PROV Overview can represent a source version, a quotation, and a payment record, and how can they be linked?

    No inspectable excerpts in the original report.

  2. What provenance fields or concepts from the Keryx citation-rewards engineering document can represent a source version, a quotation, and a payment record, and how can they be linked?

    1 recorded excerpt remain.

    Inspect remaining excerpts

    “It also proposes evidence records containing a research-question index, source marker, exact quote and estimated support score.”

    S1 · github.com · keryx/docs/engineering/2026-09-08-citation-rewards.md at main · tang-vu/keryx · GitHub · version 236e413a3417e58e2c22f9ae376e0aff8f192fbab636db34ebac1668737ebb55

  3. What does the PROV Overview state about versioning of entities or sources, and how can that be applied to linking a source version?

    No inspectable excerpts in the original report.

  4. What does the Keryx citation-rewards document state about payment records or reward mechanisms, and how can that be applied to linking a payment record?

    1 recorded excerpt remain.

    Inspect remaining excerpts

    “Keryx resolves those weights and allocates the citation pool using integer micro-USDC amounts.”

    S1 · github.com · keryx/docs/engineering/2026-09-08-citation-rewards.md at main · tang-vu/keryx · GitHub · version 236e413a3417e58e2c22f9ae376e0aff8f192fbab636db34ebac1668737ebb55

  5. What does the PROV Overview state about quotations or derived content, and how can that be applied to linking a quotation?

    No inspectable excerpts in the original report.

  6. What does the Keryx citation-rewards document state about quotations or cited content, and how can that be applied to linking a quotation?

    1 recorded excerpt remain.

    Inspect remaining excerpts

    “A proposed quotation must occur in that source after whitespace normalization, and must be between 8 and 240 characters long.”

    S1 · github.com · keryx/docs/engineering/2026-09-08-citation-rewards.md at main · tang-vu/keryx · GitHub · version 236e413a3417e58e2c22f9ae376e0aff8f192fbab636db34ebac1668737ebb55

  7. What limitations or caveats do the two sources mention regarding provenance, payments, or rewards that would affect the proposed schema?

    1 recorded excerpt remain.

    Inspect remaining excerpts

    “These checks verify an evidence link; they do not independently establish that the publisher's statements are true or that the model's support estimate is correct.”

    S1 · github.com · keryx/docs/engineering/2026-09-08-citation-rewards.md at main · tang-vu/keryx · GitHub · version 236e413a3417e58e2c22f9ae376e0aff8f192fbab636db34ebac1668737ebb55

  8. What distinctions do the sources make between proposed schema elements and actual platform guarantees, if any?

    1 recorded excerpt remain.

    Inspect remaining excerpts

    “Creator payment calls then use the source's authoritative payment terms; a model-proposed weight does not choose a recipient or change the source's payout authority.”

    S1 · github.com · keryx/docs/engineering/2026-09-08-citation-rewards.md at main · tang-vu/keryx · GitHub · version 236e413a3417e58e2c22f9ae376e0aff8f192fbab636db34ebac1668737ebb55

Targets are requested topics, not verified assertions. Excerpts do not prove truth or independent corroboration. This view keeps the answer, confidence and payments unchanged and makes no new requests.

Research evidence matrix

Compare unverified research targets with cited sources and inspect recorded excerpts. An empty cell means no inspectable excerpt was recorded; it does not establish whether a claim is true, false, or disputed. Coverage and agent confidence do not prove entailment, measured accuracy or complete synthesis.

Research target by cited source evidence matrix
Research target (unverified)Inspection status[S1] keryx/docs/engineering/2026-09-08-citation-rewards.md at main · tang-vu/keryx · GitHubPublication: github.comPublished: Not recorded
What provenance fields or concepts from the PROV Overview can represent a source version, a quotation, and a payment record, and how can they be linked?No inspectable excerpt recordedNo excerpt recorded
What provenance fields or concepts from the Keryx citation-rewards engineering document can represent a source version, a quotation, and a payment record, and how can they be linked?Recorded excerpt
Inspect 1 excerpt
It also proposes evidence records containing a research-question index, source marker, exact quote and estimated support score.
What does the PROV Overview state about versioning of entities or sources, and how can that be applied to linking a source version?No inspectable excerpt recordedNo excerpt recorded
What does the Keryx citation-rewards document state about payment records or reward mechanisms, and how can that be applied to linking a payment record?Recorded excerpt
Inspect 1 excerpt
Keryx resolves those weights and allocates the citation pool using integer micro-USDC amounts.
What does the PROV Overview state about quotations or derived content, and how can that be applied to linking a quotation?No inspectable excerpt recordedNo excerpt recorded
What does the Keryx citation-rewards document state about quotations or cited content, and how can that be applied to linking a quotation?Recorded excerpt
Inspect 1 excerpt
A proposed quotation must occur in that source after whitespace normalization, and must be between 8 and 240 characters long.
What limitations or caveats do the two sources mention regarding provenance, payments, or rewards that would affect the proposed schema?Recorded excerpt
Inspect 1 excerpt
These checks verify an evidence link; they do not independently establish that the publisher's statements are true or that the model's support estimate is correct.
What distinctions do the sources make between proposed schema elements and actual platform guarantees, if any?Recorded excerpt
Inspect 1 excerpt
Creator payment calls then use the source's authoritative payment terms; a model-proposed weight does not choose a recipient or change the source's payout authority.

Reference export

1 article references. Recorded titles, links and dates; observed scholarly records also include supplied authors, DOI and journal metadata with read limits. Review metadata before using in a paper. Import RIS into Zotero with File → Import.

Cited sources and references

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llm:deepseek:deepseek-v4-prolive on Arc mainnet
Decision log · 167 steps
§ IThe decision$0.025 settled / $0.05
50%$0.025 under cap
Decompose

Breaking down: "Using https://www.w3.org/TR/prov-overview/ and https://github.com/tang-vu/keryx/blob/main/docs/engineering/2026-09-08-citation-rewards.md, propose provenance fields linking a source version, a quotation and a payment record; keep a proposed schema separate from platform guarantees. Cite only material actually retrieved; keep unread sources and unsupported points explicit. Do not force a purchase or a reward."

Decompose

Identified 8 research target(s) to investigate; these are not established facts

Decompose

Deep mode: up to 8 paid/cached/public reads plus one bounded gap-expansion pass when needed.

Discover

Historical article search is unavailable for part of this run; available retained feed previews remain in discovery. No exhaustive archive search is claimed.

Discover

Supplied source URL https://www.w3.org/TR/prov-overview/ admitted as an unread discovery lead. No official authorship or evidence established; a supplied fragment requests a section but only a bounded whole-document read is supported.

Discover

Supplied source URL https://github.com/tang-vu/keryx/blob/main/docs/engineering/2026-09-08-citation-rewards.md admitted as an unread discovery lead. No official authorship or evidence established; a supplied fragment requests a section but only a bounded whole-document read is supported.

Discover

Web search: 9/9 planned queries attempted, 0 succeeded, 2 public page previews/leads, 9 unavailable queries. Previews and supplied URLs are discovery only. Public reads spend no USDC; model and service operating costs remain separate.

Discover

Discovered 2 verified creator source(s) and 114 free public reference(s)

Pre-check

Claim-aware portfolio (exhaustive; bounded selection, not a claim of global optimality) selected 2/3 positive proposal(s): 2 free/cache selections + 0 paid fresh selections, predicting 8/8 claim(s) above the evidence floor with $0.000000/$0.025000 fetch USDC reserved.

Pre-check

Free-preview pre-check maps an actionable source to every sub-claim (8/8); paid reading may proceed within the budget.

DecideCACHE
https://github.com/tang-vu/keryx/blob/main/docs/engineering/2026-09-08-citation-rewards.md$0 · EV 90%

Requested original Keryx citation-rewards engineering document; directly relevant to targets about Keryx fields, payment records, quotations, and limitations. Unread contents may contain the needed concepts. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — selected for the claim-aware evidence portfolio (targets claims 2, 4, 6, 7, 8; 0 fetch USDC, 1 attention slot).

DecideCACHE
https://www.w3.org/TR/prov-overview/$0 · EV 90%

Requested original PROV Overview document; directly relevant to targets about PROV fields, versioning, quotations, and limitations. Unread contents may contain the needed provenance concepts. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — selected for the claim-aware evidence portfolio (targets claims 1, 3, 5, 7, 8; 0 fetch USDC, 1 attention slot).

DecideSKIP
arXiv - arXiv now hosts over 3 million articles$0 · EV 0%

General arXiv news about article count; no relevance to PROV or Keryx provenance fields. - free public feed reference; no purchase or creator reward.

DecideSKIP
arXiv - Fair Moderation, Equitable Access, and AI: arXiv’s Updated Rate Limit Policy$0 · EV 0%

arXiv rate limit policy; unrelated to provenance, quotations, or payments. - free public feed reference; no purchase or creator reward.

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arXiv - arXiv receives Multiyear Philanthropic Commitments to Support Its Launch as an Independent Nonprofit$0 · EV 0%

Philanthropic funding announcement; no relevance to provenance schema. - free public feed reference; no purchase or creator reward.

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arXiv - Remembering Ralph Wijers$0 · EV 0%

Obituary for Ralph Wijers; unrelated to provenance or payments. - free public feed reference; no purchase or creator reward.

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arXiv - Attention authors: temporary change to announcement schedule due to holiday$0 · EV 0%

Holiday schedule notice; no relevance to provenance fields. - free public feed reference; no purchase or creator reward.

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arXiv - We’re Hiring! Associate Production Editor$0 · EV 0%

Job posting for production editor; unrelated to provenance or rewards. - free public feed reference; no purchase or creator reward.

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Bank for International Settlements - Are stablecoins and bank deposits substitutes?$0 · EV 0%

Stablecoins and bank deposits; no relevance to PROV or Keryx provenance. - free public feed reference; no purchase or creator reward.

DecideSKIP
Bank for International Settlements - Old workers, young machines: can AI and automation offset population ageing?$0 · EV 0%

AI and ageing workforce; unrelated to provenance fields. - free public feed reference; no purchase or creator reward.

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Bank for International Settlements - Transformative AI and demand bottlenecks$0 · EV 0%

Transformative AI and demand bottlenecks; no relevance to provenance. - free public feed reference; no purchase or creator reward.

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Bank for International Settlements - Circular relationships among AI firms$0 · EV 0%

Circular relationships among AI firms; unrelated to provenance or payments. - free public feed reference; no purchase or creator reward.

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Chip Huyen - What I learned from looking at 900 most popular open source AI tools$0 · EV 0%

Open source AI tools analysis; no relevance to PROV or Keryx provenance. - free public feed reference; no purchase or creator reward.

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Chip Huyen - Common pitfalls when building generative AI applications$0 · EV 0%

Generative AI pitfalls; unrelated to provenance fields. - free public feed reference; no purchase or creator reward.

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Chip Huyen - Agents$0 · EV 0%

Agents overview; no relevance to provenance or payments. - free public feed reference; no purchase or creator reward.

DecideSKIP
Chip Huyen - Building A Generative AI Platform$0 · EV 0%

Generative AI platform architecture; unrelated to provenance schema. - free public feed reference; no purchase or creator reward.

DecideSKIP
Cloudflare Workers - Using AI to chart a course for our post-quantum migration$0 · EV 0%

Post-quantum migration; no relevance to PROV or Keryx provenance. - free public feed reference; no purchase or creator reward.

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Cloudflare Workers - Support for modern cryptographic algorithms in Workers$0 · EV 0%

Cryptographic algorithms in Workers; unrelated to provenance fields. - free public feed reference; no purchase or creator reward.

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Cloudflare Workers - EmDash 1.0: the stable CMS with a secure plugin registry$0 · EV 0%

EmDash CMS release; no relevance to provenance or payments. - free public feed reference; no purchase or creator reward.

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Cloudflare Workers - Supporting native Rust in Workers with the new Emscripten target for wasm-bindgen$0 · EV 0%

Rust in Workers; unrelated to provenance schema. - free public feed reference; no purchase or creator reward.

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Creative Commons - 25 Years of Partnership: CC at Wikimania 2026$0 · EV 0%

Article about CC at Wikimania 2026; unrelated to PROV Overview or Keryx citation-rewards provenance fields. - free public feed reference; no purchase or creator reward.

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Creative Commons - Guidance for Indigenous Collections and Data$0 · EV 0%

Guidance for Indigenous Collections and Data; no relevance to provenance fields for source version, quotation, or payment record. - free public feed reference; no purchase or creator reward.

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Creative Commons - From Reflection to Action: 8 Hot Takes from CC’s Open Heritage Roundtable$0 · EV 0%

Open Heritage Roundtable discussion; unrelated to PROV or Keryx citation-rewards provenance. - free public feed reference; no purchase or creator reward.

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Creative Commons - Openness & Digital Sovereignty: Who Sustains the Commons?$0 · EV 0%

Openness and digital sovereignty; no connection to provenance fields or payment records. - free public feed reference; no purchase or creator reward.

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Google DeepMind - Introducing SynthID Bio$0 · EV 0%

SynthID Bio watermarking announcement; unrelated to PROV Overview or Keryx citation-rewards. - free public feed reference; no purchase or creator reward.

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Directory of Open Access Journals - [CLOSED] VACANCY: Library Engagement Manager 2026$0 · EV 0%

Job vacancy announcement; no relevance to provenance fields or payment records. - free public feed reference; no purchase or creator reward.

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Directory of Open Access Journals - Empowering global researchers with new Think. Check. Submit. resources$0 · EV 0%

Think. Check. Submit. resources; unrelated to PROV or Keryx provenance. - free public feed reference; no purchase or creator reward.

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Directory of Open Access Journals - Ask us anything!$0 · EV 0%

Ask us anything feedback post; no relevance to provenance fields. - free public feed reference; no purchase or creator reward.

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Directory of Open Access Journals - The story behind the journal: International Social Research Nexus (ISRN)$0 · EV 0%

Journal story about ISRN; unrelated to PROV or Keryx citation-rewards. - free public feed reference; no purchase or creator reward.

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Docker - Docker Hub security advisory: personal access tokens transferred during account-to-organization conversions$0 · EV 0%

Docker Hub security advisory; no relevance to provenance fields or payment records. - free public feed reference; no purchase or creator reward.

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Docker - Manufacturing Trust for AI Agents | Docker’s WeAreDevelopers Keynote$0 · EV 0%

Docker keynote on AI agent trust; unrelated to PROV or Keryx provenance. - free public feed reference; no purchase or creator reward.

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Docker - Docker and CNCF partner on an open spec for agent permissions$0 · EV 0%

Docker and CNCF agent permissions spec; no relevance to provenance fields. - free public feed reference; no purchase or creator reward.

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Docker - From Dockerfile to Kit: the Docker Sandboxes Kit Specification$0 · EV 0%

Docker Sandbox Kit Specification; unrelated to PROV or Keryx citation-rewards. - free public feed reference; no purchase or creator reward.

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Docker - 6 Benefits of Sandbox Environments (and How Docker Sandboxes Delivers Them)$0 · EV 0%

Benefits of sandbox environments; no relevance to provenance fields or payment records. - free public feed reference; no purchase or creator reward.

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DuckDB - Importing Data using Java Table Functions$0 · EV 0%

Java table functions import; unrelated to PROV Overview or Keryx citation-rewards. - free public feed reference; no purchase or creator reward.

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DuckDB - Announcing DuckDB 1.5.6$0 · EV 0%

DuckDB 1.5.6 release notes; no relevance to provenance fields. - free public feed reference; no purchase or creator reward.

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DuckDB - A DuckDB Database with No Data in It$0 · EV 0%

DuckDB database with no data; unrelated to PROV or Keryx provenance. - free public feed reference; no purchase or creator reward.

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DuckDB - DuckDB and Hugging Face: Querying Datasets Directly$0 · EV 0%

DuckDB and Hugging Face integration; no relevance to provenance fields or payment records. - free public feed reference; no purchase or creator reward.

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DuckDB - Agent Mode in the DuckDB CLI$0 · EV 0%

DuckDB agent mode article is unrelated to PROV provenance, Keryx citation rewards, or linking source versions, quotations, and payment records. - free public feed reference; no purchase or creator reward.

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Eugene Yan - Using LLMs to Secure Source Code$0 · EV 0%

Eugene Yan article on securing source code is unrelated to provenance fields or citation rewards. - free public feed reference; no purchase or creator reward.

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Eugene Yan - Training an LLM-RecSys Hybrid for Steerable Recs with Semantic IDs$0 · EV 0%

LLM-RecSys hybrid article is unrelated to provenance or payment record linking. - free public feed reference; no purchase or creator reward.

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Eugene Yan - Exceptional Leadership: Some Qualities, Behaviors, and Styles$0 · EV 0%

Leadership article is unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

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The Go Blog - //go:fix inline and the source-level inliner$0 · EV 0%

Go blog post on source-level inliner is unrelated to provenance or payment records. - free public feed reference; no purchase or creator reward.

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The Go Blog - Arch-specific SIMD in Go$0 · EV 0%

Go SIMD article is unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

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The Go Blog - Introducing the pkg.go.dev API$0 · EV 0%

pkg.go.dev API article is unrelated to provenance or payment records. - free public feed reference; no purchase or creator reward.

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The Go Blog - Size-Specialized Memory Allocation$0 · EV 0%

Go memory allocation article is unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

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The Go Blog - Platform-independent SIMD in Go$0 · EV 0%

Go SIMD article is unrelated to provenance or payment records. - free public feed reference; no purchase or creator reward.

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Google Research - Unlocking Earth AI’s planetary geospatial foundation models for global public health$0 · EV 0%

Google Research geospatial models article is unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

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Lilian Weng - Reward Hacking in Reinforcement Learning$0 · EV 0%

Reward hacking article is about RL reward functions, not citation payment records or provenance linking. - free public feed reference; no purchase or creator reward.

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Lilian Weng - LLM Powered Autonomous Agents$0 · EV 0%

LLM agents article is unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

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Lilian Weng - Prompt Engineering$0 · EV 0%

Prompt engineering article is unrelated to provenance or payment records. - free public feed reference; no purchase or creator reward.

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Lilian Weng - Thinking about High-Quality Human Data$0 · EV 0%

Human data quality article is unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

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Lilian Weng - Extrinsic Hallucinations in LLMs$0 · EV 0%

Hallucinations article is unrelated to provenance or payment records. - free public feed reference; no purchase or creator reward.

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Lilian Weng - Scaling Laws, Carefully$0 · EV 0%

Scaling laws article is unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

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Microsoft Research - Introducing Quine: An AI research system designed for the complexity of biology$0 · EV 0%

Quine biology system article is unrelated to provenance or payment records. - free public feed reference; no purchase or creator reward.

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Microsoft Research - Simulating student learning for better AI tutoring$0 · EV 0%

StudentSim tutoring article is unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

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Microsoft Research - Agent Lightning v1.0: A 3,500-Line Lightweight Agentic RL Framework for Training Agents with Real Harnesses$0 · EV 0%

Agent Lightning RL framework article is unrelated to provenance or payment records. - free public feed reference; no purchase or creator reward.

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Microsoft Research - GigaPath-Flash and GigaTIME-Flash: Toward population-scale discovery with efficient pathology foundation models$0 · EV 0%

Topic is pathology foundation models, unrelated to PROV provenance, Keryx citation rewards, or any target. - free public feed reference; no purchase or creator reward.

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Netlify - Cursor Origin repositories build, preview, and deploy on Netlify$0 · EV 0%

Netlify deployment announcement, unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

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Netlify - New clarifying questions in Agent Runners$0 · EV 0%

Agent Runners clarifying questions, unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

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Netlify - How we built Git storage for millions of Netlify projects$0 · EV 0%

Git storage engineering post, unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

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Ollama - Faster Gemma 4 on MLX with multi-token prediction$0 · EV 0%

Gemma 4 performance announcement, unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
Ollama - Ollama now supports Jev-style decision models$0 · EV 0%

Jev-style decision models, unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
OpenAI Developers - Docs MCP$0 · EV 0%

Docs MCP quickstart, unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
OpenAI Developers - Codex for (almost) everything$0 · EV 0%

Codex app updates, unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
OpenAI Developers - OpenAI Developers plugin$0 · EV 0%

OpenAI Developers plugin, unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
OpenAlex - Linking the world’s research to the code it runs on$0 · EV 0%

Software citation initiative, not directly about PROV or Keryx citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
OpenAlex - When affiliation errors become a research security problem$0 · EV 0%

Affiliation errors and research security, unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
OpenAlex - After Researchfish: Europe PMC & OpenAlex on the future of grant outcomes reporting$0 · EV 0%

Grant outcomes reporting, unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
OpenAlex - Same topics, better assignments: a new topic classifier for OpenAlex$0 · EV 0%

Topic classifier update, unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
PostgreSQL - Dasha 1.8: index recommendations, I/O analysis, schema checks and log insights$0 · EV 0%

Dasha performance dashboard, unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
PostgreSQL - pg_plan_filter 1.0.0 released$0 · EV 0%

pg_plan_filter release, unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
PostgreSQL - pg_ivm 1.16 released$0 · EV 0%

pg_ivm release, unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
PyTorch - PyTorch Hardware Enablement: Updates from the Accelerator Integration Working Group$0 · EV 0%

Hardware enablement update, unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
PyTorch - Evolution of the PyTorch Media Processing Landscape$0 · EV 0%

Media processing landscape, unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
PyTorch - Optimizing Jagged Flash Attention with TLX: The Road Toward SOTA FA4 on Blackwell$0 · EV 0%

Flash attention optimization, unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
PyTorch - Building Spyre as a Native PyTorch Device$0 · EV 0%

Spyre device integration, unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
PyTorch - A Ray-Focused Guide to PyTorch Conference North America$0 · EV 0%

Article about Ray and PyTorch conference; unrelated to PROV or Keryx citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
Rust Blog - GitHub Actions leaking secrets when Miri output is cached$0 · EV 0%

Rust security post about Miri caching; unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
Rust Blog - Announcing Rust 1.99.0$0 · EV 0%

Rust release announcement; unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
Rust Blog - Be alert: targeted attacks on prominent Rustaceans$0 · EV 0%

Rust security alert; unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
Rust Blog - Enabling the next-generation trait solver on nightly$0 · EV 0%

Rust trait solver update; unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
Rust Blog - Rust debugging survey 2026 results$0 · EV 0%

Rust debugging survey; unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
Sebastian Raschka - MiMo-V2.6 Pro Architecture and Training Notes$0 · EV 0%

ML architecture notes; unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
Sebastian Raschka - AI Reasoning Models Course on LinkedIn Learning$0 · EV 0%

AI reasoning course announcement; unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
Sebastian Raschka - Two Live Book Club Q&As on September 3$0 · EV 0%

Book club Q&A; unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
Sebastian Raschka - Language Models for Text Classification: From Bag-of-Words to Jev$0 · EV 0%

Text classification guide; unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
Spotify Engineering - Why Spotify Is Not Using Bayesian A/B Testing$0 · EV 0%

A/B testing methodology; unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
Spotify Engineering - When Can LLMs Replace Humans in A/B Tests?$0 · EV 0%

LLM A/B testing; unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
Spotify Engineering - AI Changed How Spotify Builds. What We Learned (and Fixed) About Quality at Higher Velocity$0 · EV 0%

Engineering quality post; unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
Spotify Engineering - Introducing: Spotify Technology. Proven at Spotify, now yours.$0 · EV 0%

Product announcement; unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
Stripe Blog - Analyzing rising fraud attempts among travel and leisure businesses on Stripe$0 · EV 0%

Fraud analysis; unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
Stripe Blog - What Stripe data shows about fraud at AI startups$0 · EV 0%

Fraud at AI startups; unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
Stripe Blog - OUSD is now the default stablecoin on Stripe$0 · EV 0%

Stablecoin announcement; unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
Supabase - Supabase Select 2026 Recap$0 · EV 0%

Conference recap; unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
Supabase - Introducing the unified Supabase .NET SDK$0 · EV 0%

.NET SDK announcement; unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
Supabase - Enterprise-managed auth for the Supabase MCP server$0 · EV 0%

MCP server auth; unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
Supabase - Getting started with the Supabase .NET SDK$0 · EV 0%

.NET SDK tutorial; unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
Supabase - Supabase is now available in Gemini Enterprise$0 · EV 0%

Gemini Enterprise integration; unrelated to provenance or citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
Tailscale - Sovereign AI starts with open infrastructure$0 · EV 0%

Tailscale blog about sovereign AI infrastructure; unrelated to PROV provenance or Keryx citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
Tailscale - Your agent, your network: How Meta’s Muse agent works with Tailscale$0 · EV 0%

Tailscale article about Meta's Muse agent networking; no relevance to provenance fields, quotations, or payment records. - free public feed reference; no purchase or creator reward.

DecideSKIP
Vicki Boykis - NASA Elements of Engineering Excellence$0 · EV 0%

NASA engineering excellence report; unrelated to PROV or Keryx citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
Vicki Boykis - Mechanical sympathy$0 · EV 0%

Article on mechanical sympathy and product design; no connection to provenance or payment records. - free public feed reference; no purchase or creator reward.

DecideSKIP
Vicki Boykis - Tagging my blog posts with BERTopic and LLMs$0 · EV 0%

Blog post about tagging with BERTopic; irrelevant to PROV or Keryx citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
Vicki Boykis - We should be more tired than the model$0 · EV 0%

Article on agentic code generation fatigue; unrelated to provenance or payments. - free public feed reference; no purchase or creator reward.

DecideSKIP
Vicki Boykis - Bad code is kudzu$0 · EV 0%

Essay on code maintainability; no relevance to PROV or Keryx citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
vLLM - How we trained the fastest DSpark for Kimi-K3 using GB300 NVL72$0 · EV 0%

vLLM training performance article; unrelated to provenance or payment records. - free public feed reference; no purchase or creator reward.

DecideSKIP
vLLM - Improve TTFT for Multi-Turn Agentic Workloads with Bi-Directional KV Transfer in vLLM$0 · EV 0%

vLLM KV transfer optimization; no connection to PROV or Keryx citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
Wikimedia Diff - Tech News 2026 – Issue 42$0 · EV 0%

Wikimedia Tech News issue; unrelated to provenance or payment records. - free public feed reference; no purchase or creator reward.

DecideSKIP
Wikimedia Diff - Bringing Wiki Projects to the 2026 Summer Institute in Computational Social Science in Kenya$0 · EV 0%

Wikimedia article about SICSS Kenya; no relevance to PROV or Keryx citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
Wikimedia Diff - An AI bot for polishing Malayalam Wikipedia articles$0 · EV 0%

Wikimedia article about Malayalam Wikipedia AI bot; unrelated to provenance or payments. - free public feed reference; no purchase or creator reward.

DecideSKIP
x402 - Linux Foundation Appoints Michael Hursta as Executive Director of the x402 Foundation$0 · EV 0%

x402 Foundation appointment announcement; no direct relevance to PROV or Keryx citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
x402 - Linux Foundation Announces Operational Launch of x402 Foundation to Standardize Internet-Native Payments for AI Agents and Applications$0 · EV 0%

x402 Foundation launch announcement; unrelated to PROV provenance or Keryx citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
x402 - Introducing x402 V2: Evolving the Standard for Internet-native Payments$0 · EV 0%

x402 V2 protocol update; no connection to PROV or Keryx citation rewards. - free public feed reference; no purchase or creator reward.

DecideSKIP
Keryx owner release notes — first-party validation — Keryx v0.27.23$0.005 · EV 10%

Keryx release notes mention documentation changes but are not the citation-rewards document itself; limited relevance to the specific provenance schema targets.

DecideSKIP
Keryx Engineering (first-party) — How Keryx pays cited creators$0.002 · EV 80%

First-party Keryx engineering documentation on how Keryx pays cited creators; cached full text likely covers payment records, citation rewards, and limitations relevant to targets 1,3,5,6,7. — selected https://github.com/tang-vu/keryx/blob/main/docs/engineering/2026-09-08-citation-rewards.md as the single delivery channel for this canonical document; this alias adds no independent corroboration or second attention slot. The public route has 0 access USDC and no creator citation reward; no redundant creator toll is authorized.

Fetch

READ https://github.com/tang-vu/keryx/blob/main/docs/engineering/2026-09-08-citation-rewards.md - selected original public page, 0 USDC; not a cache hit.

Fetch

Read extracted public text from https://github.com/tang-vu/keryx/blob/main/docs/engineering/2026-09-08-citation-rewards.md - S1; quote matching establishes source grounding, not fact verification.

Fetch

READ https://www.w3.org/TR/prov-overview/ - selected original public page, 0 USDC; not a cache hit.

Fetch

Read extracted public text from https://www.w3.org/TR/prov-overview/ - S2; quote matching establishes source grounding, not fact verification.

Re-evaluate

Sub-claim "What provenance fields or concepts from the PROV Overview ca…": 10% covered by S2 — S2 only provides a high-level definition of provenance and mentions PROV-O as a lightweight OWL2 ontology for the provenance data model. It does not name specific fields for source version, quotation, or payment record, nor how to link them.

Re-evaluate

Sub-claim "What provenance fields or concepts from the Keryx citation-r…": 60% covered by S1 — S1 describes evidence records containing a research-question index, source marker, exact quote, and estimated support score; a deterministic evidence ledger that validates quotations against gathered content; and payment allocation using source markers and contribution weights. It implies linking a quotation to a source marker and to payment allocation, but does not explicitly define a 'source version' field or a complete schema.

Re-evaluate

Sub-claim "What does the PROV Overview state about versioning of entiti…": 0% covered — No passage from S2 mentions versioning of entities or sources. The excerpted content does not cover this topic.

Re-evaluate

Sub-claim "What does the Keryx citation-rewards document state about pa…": 70% covered by S1 — S1 states that a citation can qualify for a reward only when its source marker appears in the answer, the synthesis declares that marker, and a validated quotation has support of at least 0.4. It also describes allocation of a citation pool using integer micro-USDC amounts and creator payment calls using the source's authoritative payment terms. This directly addresses payment records and reward mechanisms, but does not provide a formal field structure for a payment record.

Re-evaluate

Sub-claim "What does the PROV Overview state about quotations or derive…": 0% covered — No passage from S2 mentions quotations or derived content. The excerpted content does not cover this topic.

Re-evaluate

Sub-claim "What does the Keryx citation-rewards document state about qu…": 80% covered by S1 — S1 explicitly states that a proposed quotation must occur in the source after whitespace normalization and be between 8 and 240 characters long. It also describes evidence records containing an exact quote and a source marker. This directly addresses quotations and their linking to sources, though it does not define a formal quotation entity schema.

Re-evaluate

Sub-claim "What limitations or caveats do the two sources mention regar…": 50% covered by S1, S2 — S1 notes that checks verify an evidence link but do not independently establish that the publisher's statements are true or that the model's support estimate is correct; also, if the final evidence-assessment transport fails, reward authorization is disabled. S2 states that the PROV Overview is a non-normative overview and a Working Group Note. These are relevant caveats, but neither source discusses limitations specific to a proposed schema linking source version, quotation, and payment record.

Re-evaluate

Sub-claim "What distinctions do the sources make between proposed schem…": 40% covered by S1 — S1 distinguishes between model-proposed contribution weights and Keryx's resolution/allocation, and notes that a model-proposed weight does not choose a recipient or change the source's payout authority. It also distinguishes evidence-link verification from truth verification. However, it does not explicitly discuss a 'proposed schema' versus 'platform guarantees' in those terms.

Re-evaluate

Several sub-claims have low coverage, especially those requiring specific PROV fields for versioning and quotations (0.0) and the overall PROV-based schema (0.1). The Keryx document provides partial coverage but lacks explicit schema definitions. The skipped source 'Keryx owner release notes — first-party validation — Keryx v0.27.23' is affordable (price 0.005 within remaining budget 0.025) and may contain additional first-party details about source versions, payment records, or schema guarantees. Buying it could improve coverage for the Keryx-related claims and the distinction between proposed schema and platform guarantees.

Re-evaluate

Filling gap — reused cached Keryx owner release notes — first-party validation — Keryx v0.27.23 (free) — S3

Sufficiency

Final check — "What provenance fields or concepts from the PROV Overview ca…": 0% assessed

Sufficiency

Final check — "What provenance fields or concepts from the Keryx citation-r…": 40% assessed by S1

Sufficiency

Final check — "What does the PROV Overview state about versioning of entiti…": 0% assessed

Sufficiency

Final check — "What does the Keryx citation-rewards document state about pa…": 50% assessed by S1

Sufficiency

Final check — "What does the PROV Overview state about quotations or derive…": 0% assessed

Sufficiency

Final check — "What does the Keryx citation-rewards document state about qu…": 60% assessed by S1

Sufficiency

Final check — "What limitations or caveats do the two sources mention regar…": 60% assessed by S1

Sufficiency

Final check — "What distinctions do the sources make between proposed schem…": 50% assessed by S1

Sufficiency

Final coverage assessment — The supplied excerpts from the PROV Overview (S2) are limited to introductory and roadmap material; they do not include the core PROV-DM terms (Entity, Activity, Agent, Derivation, Quotation, etc.) or versioning constructs. The Keryx document (S1) describes an evidence ledger, quotation validation, and payment allocation, but does not define a formal provenance schema. Therefore, the proposed schema must be presented as a design proposal, not as something directly specified by either source. Coverage is assessed only against the retrieved passages. The assessment does not establish a complete supported answer for every requested part.

Synthesize

Synthesizing a grounded answer from 3 source(s)…

Evidence

Relevance review returned; only checked excerpts can retain support, and review cannot raise it.

Evidence

Delivering 5 summary sentence(s), each tied to one checked verbatim excerpt; complete synthesis remains unverified.

Evidence

Below support/reward gate — S2, research target 1, proposed support 30% (estimate, not entailment): “Provenance is information about entities, activities, and people involved in producing a piece of data or thing, which can be used to form a…”

Evidence

Source-matched public excerpt (no creator reward) — S1, research target 2, proposed support 60% (estimate, not entailment): “It also proposes evidence records containing a research-question index, source marker, exact quote and estimated support score.”

Evidence

Below support/reward gate — S2, research target 3, proposed support 20% (estimate, not entailment): “Provenance is information about entities, activities, and people involved in producing a piece of data or thing, which can be used to form a…”

Evidence

Source-matched public excerpt (no creator reward) — S1, research target 4, proposed support 70% (estimate, not entailment): “Keryx resolves those weights and allocates the citation pool using integer micro-USDC amounts.”

Evidence

Below support/reward gate — S2, research target 5, proposed support 20% (estimate, not entailment): “Provenance is information about entities, activities, and people involved in producing a piece of data or thing, which can be used to form a…”

Evidence

Source-matched public excerpt (no creator reward) — S1, research target 6, proposed support 70% (estimate, not entailment): “A proposed quotation must occur in that source after whitespace normalization, and must be between 8 and 240 characters long.”

Evidence

Source-matched public excerpt (no creator reward) — S1, research target 7, proposed support 80% (estimate, not entailment): “These checks verify an evidence link; they do not independently establish that the publisher's statements are true or that the model's suppo…”

Evidence

Source-matched public excerpt (no creator reward) — S1, research target 8, proposed support 70% (estimate, not entailment): “Creator payment calls then use the source's authoritative payment terms; a model-proposed weight does not choose a recipient or change the s…”

Evidence

Rejected 0 invalid evidence span(s) and 1 unsupported citation marker(s); rejected markers cannot receive citation rewards.

Synthesize

Prepared a sentence-cited summary from 1 source(s)

Verdict

Confidence: Low — Each summary sentence is tied to a verbatim excerpt and model-checked; completeness and independent factual correctness remain unverified. Evidence assessment: 3 sub-claims remain below the evidence threshold.

Attribute

github.com contributed 100% - free public reference; reward share withheld

Settle

Keryx operating allocation $0.025000 for unclaimed public citations; sponsored by Keryx, separate from creator rewards.

Settle

Settled $0.025000 Keryx operating fee for unclaimed public citations.

Done

Done. Spent $0.025 across 1 confirmed/simulated payment(s); Keryx operating fees are separate from creator rewards.

Sign in with the original report owner to review its decisions.

Read checkpoints

Verify locally replays supported recorded query-local reserve, release, debit and hold decisions, attribution normalization and exact micro-USDC citation/author allocations. Model proposals and eligibility are asserted inputs. Query capacity is separate from signer exposure; verification does not establish funding, reward authority or settlement.

Economic families or records marked unavailable are not verified. Missing, fractional-micro or unsafe operands are never repaired; an empty family means no captured economic decision, not complete monetary coverage.

Query-local budget records
Recorded decisions can be replayed
Citation allocation records
Recorded decisions can be replayed
Author split records
Not captured

Model proposals and selected plan actions are recorded when available. Model generation is not replayed or expected to reproduce; verification checks only deterministic checkpoints.

Micro-USDC is shown only where the existing exact converter accepts the amount. Other monetary assertions are unavailable; numeric predicate replay preserves the recorded comparison.

Recorded checkpoint policy
ordinary-query-economics-v4
SHA-256 retained by this report
ed954017d711ed0b88a25a2052bc422ffdbe0d4bfbbb13768a7aa9f1ebbbbd13

Keep this digest separately from the downloaded sidecar. The offline audit command uses it as the expected digest.

Model proposal → selected plan → code checkpoint

BUY0
SKIP113
CACHE1
FREE2
ESCALATE0
UNKNOWN0

Latest terminal checkpoint outcome per recorded candidate; continuing checks and global stops are excluded. These are not settled purchases or quality scores.

Global stop checkpoints: 0 · Candidate rounds with continuing checks only: 0

CandidateRead roundModel proposedSelected planCheckpointCode resultReason / rule
1140CACHECACHEselectionCONTINUEselected-plan
1130CACHECACHEselectionCONTINUEselected-plan
10SKIPSKIPselectionSKIPplan-skip
20SKIPSKIPselectionSKIPplan-skip
30SKIPSKIPselectionSKIPplan-skip
40SKIPSKIPselectionSKIPplan-skip
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90SKIPSKIPselectionSKIPplan-skip
100SKIPSKIPselectionSKIPplan-skip
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220SKIPSKIPselectionSKIPplan-skip
230SKIPSKIPselectionSKIPplan-skip
240SKIPSKIPselectionSKIPplan-skip
250SKIPSKIPselectionSKIPplan-skip
260SKIPSKIPselectionSKIPplan-skip
270SKIPSKIPselectionSKIPplan-skip
280SKIPSKIPselectionSKIPplan-skip
290SKIPSKIPselectionSKIPplan-skip
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310SKIPSKIPselectionSKIPplan-skip
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410SKIPSKIPselectionSKIPplan-skip
420SKIPSKIPselectionSKIPplan-skip
430SKIPSKIPselectionSKIPplan-skip
440SKIPSKIPselectionSKIPplan-skip
450SKIPSKIPselectionSKIPplan-skip
460SKIPSKIPselectionSKIPplan-skip
470SKIPSKIPselectionSKIPplan-skip
480SKIPSKIPselectionSKIPplan-skip
490SKIPSKIPselectionSKIPplan-skip
500SKIPSKIPselectionSKIPplan-skip
510SKIPSKIPselectionSKIPplan-skip
520SKIPSKIPselectionSKIPplan-skip
530SKIPSKIPselectionSKIPplan-skip
540SKIPSKIPselectionSKIPplan-skip
550SKIPSKIPselectionSKIPplan-skip
560SKIPSKIPselectionSKIPplan-skip
570SKIPSKIPselectionSKIPplan-skip
580SKIPSKIPselectionSKIPplan-skip
590SKIPSKIPselectionSKIPplan-skip
600SKIPSKIPselectionSKIPplan-skip
610SKIPSKIPselectionSKIPplan-skip
620SKIPSKIPselectionSKIPplan-skip
630SKIPSKIPselectionSKIPplan-skip
640SKIPSKIPselectionSKIPplan-skip
650SKIPSKIPselectionSKIPplan-skip
660SKIPSKIPselectionSKIPplan-skip
670SKIPSKIPselectionSKIPplan-skip
680SKIPSKIPselectionSKIPplan-skip
690SKIPSKIPselectionSKIPplan-skip
700SKIPSKIPselectionSKIPplan-skip
710SKIPSKIPselectionSKIPplan-skip
720SKIPSKIPselectionSKIPplan-skip
730SKIPSKIPselectionSKIPplan-skip
740SKIPSKIPselectionSKIPplan-skip
750SKIPSKIPselectionSKIPplan-skip
760SKIPSKIPselectionSKIPplan-skip
770SKIPSKIPselectionSKIPplan-skip
780SKIPSKIPselectionSKIPplan-skip
790SKIPSKIPselectionSKIPplan-skip
800SKIPSKIPselectionSKIPplan-skip
810SKIPSKIPselectionSKIPplan-skip
820SKIPSKIPselectionSKIPplan-skip
830SKIPSKIPselectionSKIPplan-skip
840SKIPSKIPselectionSKIPplan-skip
850SKIPSKIPselectionSKIPplan-skip
860SKIPSKIPselectionSKIPplan-skip
870SKIPSKIPselectionSKIPplan-skip
880SKIPSKIPselectionSKIPplan-skip
890SKIPSKIPselectionSKIPplan-skip
900SKIPSKIPselectionSKIPplan-skip
910SKIPSKIPselectionSKIPplan-skip
920SKIPSKIPselectionSKIPplan-skip
930SKIPSKIPselectionSKIPplan-skip
940SKIPSKIPselectionSKIPplan-skip
950SKIPSKIPselectionSKIPplan-skip
960SKIPSKIPselectionSKIPplan-skip
970SKIPSKIPselectionSKIPplan-skip
980SKIPSKIPselectionSKIPplan-skip
990SKIPSKIPselectionSKIPplan-skip
1000SKIPSKIPselectionSKIPplan-skip
1010SKIPSKIPselectionSKIPplan-skip
1020SKIPSKIPselectionSKIPplan-skip
1030SKIPSKIPselectionSKIPplan-skip
1040SKIPSKIPselectionSKIPplan-skip
1050SKIPSKIPselectionSKIPplan-skip
1060SKIPSKIPselectionSKIPplan-skip
1070SKIPSKIPselectionSKIPplan-skip
1080SKIPSKIPselectionSKIPplan-skip
1090SKIPSKIPselectionSKIPplan-skip
1100SKIPSKIPselectionSKIPplan-skip
1110SKIPSKIPselectionSKIPplan-skip
1120SKIPSKIPselectionSKIPplan-skip
1150SKIPSKIPselectionSKIPplan-skip
1160CACHESKIPselectionSKIPplan-skip
1140CACHECACHEduplicateCONTINUEduplicate
1140CACHECACHEpublic-routeFREEpublic-channel
1130CACHECACHEduplicateCONTINUEduplicate
1130CACHECACHEpublic-routeFREEpublic-channel
Run context0——expansionCONTINUEexpansion
Run context1——attentionCONTINUEattention
Run context1——recommendationCONTINUEengine-recommendation
Run context1——recommendationCONTINUEengine-recommendation
1151BUYSKIPduplicateCONTINUEduplicate
1151BUYSKIPdiscussionCONTINUEdiscussion
1151BUYSKIPattentionCONTINUEattention
1151BUYSKIPpublic-routeCONTINUEpublic-channel
1151BUYSKIPpublic-routeCONTINUEpublic-channel
1151BUYSKIPbudgetCONTINUEbudget
1151BUYSKIPfundingCONTINUEfunding-unavailable
1151BUYSKIPtermsCONTINUEterms
1151BUYSKIPduplicateCONTINUEduplicate
1151BUYSKIPduplicateCONTINUEduplicate
1151BUYSKIPrightsCONTINUErights
1151BUYCACHEreviewCONTINUEhuman-review
1151BUYCACHEreview-verdictCONTINUEadmitted
1151BUYCACHEchannelCACHEdelivery-channel

Try a different limit

Compare only recorded budget and attention checks. Later reads, model choices and a whole alternative answer are unknown. These controls never change a live policy or authorize a purchase.

Portable research receipt

Take the evidence trail with you

One deterministic JSON bundle binds the answer, visible decisions, exact article versions, claim evidence and a Circle-settlement snapshot under SHA-256. Retain the digest to detect later changes; the self-check is not a publisher or Keryx signature.

View JSON ↗Download
Manage question privacy

Recorded purchase outcomes

Recorded purchase outcomes are unavailable for this retained snapshot. No score or zero-cost success is inferred; the original report and receipt remain available.

Ask a follow-upNew dispatch · creators paid again

Carries this dispatch’s question as context — never its answer. The next dispatch is read from sources bought for it.

From the archive

Related dispatches

Dispatch
Using https://github.com/tang-vu/keryx/blob/main/docs/engineering/2026-09-08-buyer-recovery.md and https://github.com/tang-vu/keryx/releases/tag/v0.27.68, assemble a short shift-handoff runbook with separate sections for client version, existing job state and payment evidence. Cite only material actually retrieved; keep unread sources and unsupported points explicit. Do not force a purchase or a reward.
1 source cited$0.0000 recorded creator rewards
Dispatch
Using https://www.w3.org/TR/prov-overview/ and https://github.com/tang-vu/keryx/blob/main/docs/engineering/2026-09-08-citation-rewards.md, propose a small evidence packet a reviewer can inspect without relying on a count of citation markers. Cite only material actually retrieved; keep unread sources and unsupported points explicit. Do not force a purchase or a reward.
2 sources cited$0.0000 recorded creator rewards
Dispatch
Using https://github.com/tang-vu/keryx/blob/main/docs/engineering/2026-09-08-citation-rewards.md and https://github.com/tang-vu/keryx/releases/tag/v0.27.68, draft creator onboarding questions about payment policy, source versions and observable delivery evidence. Cite only material actually retrieved; keep unread sources and unsupported points explicit. Do not force a purchase or a reward.
2 sources cited$0.0250 recorded creator rewards
Dispatch
Using https://github.com/tang-vu/keryx/blob/main/docs/engineering/2026-09-08-buyer-recovery.md and https://developers.circle.com/gateway, draft fields for an agent spend ledger that distinguishes a request reserve, a signed payment and an observed settlement. Keep product-specific behavior attributed to its source. Cite only material actually retrieved; keep unread sources and unsupported points explicit. Do not force a purchase or a reward.
4 sources cited$0.0000 recorded creator rewards
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