KERYX
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From https://github.com/tang-vu/keryx/blob/main/docs/engineering/2026-09-08-citation-rewards.md, write a creator FAQ distinguishing paying to read a source from a reward for a qualifying citation. Cite only material actually retrieved; keep unread sources and unsupported points explicit. Do not force a purchase or a reward.

Moderateconfidence— Each summary sentence is tied to a verbatim excerpt and model-checked; completeness and independent factual correctness remain unverified. Evidence assessment: 1 evidence-verified source cover every sub-claim, but corroboration or support strength is limited

· llm:deepseek:deepseek-v4-pro + llm:deepseek:deepseek-flash on 1 step

§ IIThe reading1 cited
Moderateconfidence— Each summary sentence is tied to a verbatim excerpt and model-checked; completeness and independent factual correctness remain unverified. Evidence assessment: 1 evidence-verified source cover every sub-claim, but corroboration or support strength is limiteddeep researchpreview plan 5/5 claimsportfolio 2/3 · evidence 100%

Model output limit reached: citation attribution (1,280 tokens). Review the saved evidence; if the result is incomplete, narrow the question before making a new request.

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 does the cited document say about paying to read a source?”

Paying to read a source is an access toll that purchases a read through the source's x402 endpoint. Source text: “An access toll purchases a read through the source's x402 endpoint.”

Research target 2

Requested topic (unverified): “What does the cited document say about a reward for a qualifying citation?”

A reward for a qualifying citation is a separate payment considered after the answer is written and its evidence checked. Source text: “A citation reward is a separate payment considered after the answer is written and its evidence checked.”

Research target 3

Requested topic (unverified): “What distinctions does the cited document make between paying to read a source and a reward for a qualifying citation?”

Keryx separates the cost of opening source content from the reward for citing it. Source text: “Keryx separates the cost of opening source content from the reward for citing it.”

Cached content can avoid a new access toll while still contributing to an answer and qualifying for a citation reward. Source text: “Cached content can avoid a new access toll while still contributing to an answer and qualifying for a citation reward.”

Research target 4

Requested topic (unverified): “What conditions or qualifications does the cited document specify for a citation to be eligible for a reward?”

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. Source text: “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.”

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

Research target 5

Requested topic (unverified): “What limitations or unsupported points does the cited document acknowledge regarding paying to read a source or rewarding citations?”

When no citation qualifies, the citation pool stays unspent, while access tolls already settled remain paid. Source text: “When no citation qualifies, the citation pool stays unspent, while access tolls already settled remain paid.”

Receipt integrity verifies that the receipt content has not changed; it does not prove independent customer demand or factual correctness. Source text: “Likewise, receipt integrity verifies that the receipt content has not changed; it does not prove independent customer demand or factual correctness.”

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://github.com/tang-vu/keryx/blob/main/docs/engineering/2026-09-08-citation-rewards.md: SKIP: User-supplied original URL for the cited document; unobserved contents likely directly address all targets about paying to read vs. citation rewards. - free pub

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 does the cited document say about paying to read a source?”

    100% estimated
    “An access toll purchases a read through the source's x402 endpoint.” [S1] How Keryx pays cited creators

  2. Requested topic (unverified): “What does the cited document say about a reward for a qualifying citation?”

    100% estimated
    “A citation reward is a separate payment considered after the answer is written and its evidence checked.” [S1] How Keryx pays cited creators

  3. Requested topic (unverified): “What distinctions does the cited document make between paying to read a source and a reward for a qualifying citation?”

    100% estimated
    “Keryx separates the cost of opening source content from the reward for citing it.” [S1] How Keryx pays cited creators
    “Cached content can avoid a new access toll while still contributing to an answer and qualifying for a citation reward.” [S1] How Keryx pays cited creators

  4. Requested topic (unverified): “What conditions or qualifications does the cited document specify for a citation to be eligible for a reward?”

    100% estimated
    “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.” [S1] How Keryx pays cited creators
    “A proposed quotation must occur in that source after whitespace normalization, and must be between 8 and 240 characters long.” [S1] How Keryx pays cited creators

  5. Requested topic (unverified): “What limitations or unsupported points does the cited document acknowledge regarding paying to read a source or rewarding citations?”

    100% estimated
    “When no citation qualifies, the citation pool stays unspent, while access tolls already settled remain paid.” [S1] How Keryx pays cited creators
    “Likewise, receipt integrity verifies that the receipt content has not changed; it does not prove independent customer demand or factual correctness.” [S1] How Keryx pays cited creators
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.

  1. What does the cited document say about paying to read a source?

    1 recorded excerpt remain.

    Inspect remaining excerpts

    “An access toll purchases a read through the source's x402 endpoint.”

    S1 · Keryx Engineering (first-party) · How Keryx pays cited creators · version sha256:0ee74abc5d0a57df70614ed65bf58ad2a681def7f2a3ea6a49831ba68fc31d76

  2. What does the cited document say about a reward for a qualifying citation?

    1 recorded excerpt remain.

    Inspect remaining excerpts

    “A citation reward is a separate payment considered after the answer is written and its evidence checked.”

    S1 · Keryx Engineering (first-party) · How Keryx pays cited creators · version sha256:0ee74abc5d0a57df70614ed65bf58ad2a681def7f2a3ea6a49831ba68fc31d76

  3. What distinctions does the cited document make between paying to read a source and a reward for a qualifying citation?

    2 recorded excerpts remain.

    Inspect remaining excerpts

    “Keryx separates the cost of opening source content from the reward for citing it.”

    S1 · Keryx Engineering (first-party) · How Keryx pays cited creators · version sha256:0ee74abc5d0a57df70614ed65bf58ad2a681def7f2a3ea6a49831ba68fc31d76

    “Cached content can avoid a new access toll while still contributing to an answer and qualifying for a citation reward.”

    S1 · Keryx Engineering (first-party) · How Keryx pays cited creators · version sha256:0ee74abc5d0a57df70614ed65bf58ad2a681def7f2a3ea6a49831ba68fc31d76

  4. What conditions or qualifications does the cited document specify for a citation to be eligible for a reward?

    2 recorded excerpts remain.

    Inspect remaining excerpts

    “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.”

    S1 · Keryx Engineering (first-party) · How Keryx pays cited creators · version sha256:0ee74abc5d0a57df70614ed65bf58ad2a681def7f2a3ea6a49831ba68fc31d76

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

    S1 · Keryx Engineering (first-party) · How Keryx pays cited creators · version sha256:0ee74abc5d0a57df70614ed65bf58ad2a681def7f2a3ea6a49831ba68fc31d76

  5. What limitations or unsupported points does the cited document acknowledge regarding paying to read a source or rewarding citations?

    2 recorded excerpts remain.

    Inspect remaining excerpts

    “When no citation qualifies, the citation pool stays unspent, while access tolls already settled remain paid.”

    S1 · Keryx Engineering (first-party) · How Keryx pays cited creators · version sha256:0ee74abc5d0a57df70614ed65bf58ad2a681def7f2a3ea6a49831ba68fc31d76

    “Likewise, receipt integrity verifies that the receipt content has not changed; it does not prove independent customer demand or factual correctness.”

    S1 · Keryx Engineering (first-party) · How Keryx pays cited creators · version sha256:0ee74abc5d0a57df70614ed65bf58ad2a681def7f2a3ea6a49831ba68fc31d76

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] How Keryx pays cited creatorsPublication: Keryx Engineering (first-party)Published: 2026-09-08T00:00:00.000Z
What does the cited document say about paying to read a source?Recorded excerpt
Inspect 1 excerpt
An access toll purchases a read through the source's x402 endpoint.
What does the cited document say about a reward for a qualifying citation?Recorded excerpt
Inspect 1 excerpt
A citation reward is a separate payment considered after the answer is written and its evidence checked.
What distinctions does the cited document make between paying to read a source and a reward for a qualifying citation?Recorded excerpt
Inspect 2 excerpts
Keryx separates the cost of opening source content from the reward for citing it.
Cached content can avoid a new access toll while still contributing to an answer and qualifying for a citation reward.
What conditions or qualifications does the cited document specify for a citation to be eligible for a reward?Recorded excerpt
Inspect 2 excerpts
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.
A proposed quotation must occur in that source after whitespace normalization, and must be between 8 and 240 characters long.
What limitations or unsupported points does the cited document acknowledge regarding paying to read a source or rewarding citations?Recorded excerpt
Inspect 2 excerpts
When no citation qualifies, the citation pool stays unspent, while access tolls already settled remain paid.
Likewise, receipt integrity verifies that the receipt content has not changed; it does not prove independent customer demand or factual correctness.

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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Spent$0.027
To creators100%
Decisions1 bought · 0 cached · 95 skipped
llm:deepseek:deepseek-v4-pro + llm:deepseek:deepseek-flash on 1 steplive on Arc mainnet
Decision log · 137 steps
§ IThe decision$Amount unavailable settled / $0.05
54%$0.023 under cap
Decompose

Breaking down: "From https://github.com/tang-vu/keryx/blob/main/docs/engineering/2026-09-08-citation-rewards.md, write a creator FAQ distinguishing paying to read a source from a reward for a qualifying citation. Cite only material actually retrieved; keep unread sources and unsupported points explicit. Do not force a purchase or a reward."

Decompose

Identified 5 research target(s) to investigate; these are not established facts

Decompose

Deep mode: up to 5 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://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: 6/6 planned queries attempted, 2 succeeded, 19 public page previews/leads, 4 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 94 free public reference(s)

Pre-check

Claim-aware portfolio (exhaustive; bounded selection, not a claim of global optimality) selected 2/3 positive proposal(s): 1 free/cache selections + 1 paid fresh selections, predicting 5/5 claim(s) above the evidence floor with $0.002000/$0.025000 fetch USDC reserved.

Pre-check

Free-preview pre-check maps an actionable source to every sub-claim (5/5); paid reading may proceed within the budget.

DecideBUY
Keryx Engineering (first-party) — How Keryx pays cited creators$0.002 · EV 95%

First-party Keryx engineering document directly covering access tolls, citation rewards, evidence checks, contribution weights, and settlement limits; likely answers all targets including distinctions and limitations. — selected for the claim-aware evidence portfolio (targets claims 1, 2, 3, 4, 5; $0.002000 fetch USDC, 1 attention slot).

DecideCACHE
Can you give a concrete example of citation rewards ... - Keryx$0 · EV 80%

Directly about Keryx citation rewards with a concrete example; likely to explain reward mechanics and possibly distinctions from access tolls. - 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, 3, 4; 0 fetch USDC, 1 attention slot).

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

vLLM KV transfer technical post; unrelated to citation rewards or paying to read sources. - free public feed reference; no purchase or creator reward.

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

Wikimedia Tech News; unrelated to citation rewards or paying to read sources. - 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 SICSS Kenya post; unrelated to citation rewards or paying to read sources. - free public feed reference; no purchase or creator reward.

DecideSKIP
Wikimedia Diff - Strengthening Language Communities in the Open Movement: Reflections from the Inaugural Language Diversity Conference$0 · EV 0%

Wikimedia language diversity conference post; unrelated to citation rewards or paying to read sources. - 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 citation rewards or paying to read sources. - 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 executive director appointment; unrelated to citation rewards or paying to read sources. - free public feed reference; no purchase or creator reward.

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

User-supplied original URL for the cited document; unobserved contents likely directly address all targets about paying to read vs. citation rewards. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — selected Keryx Engineering (first-party) — How Keryx pays cited creators as the single delivery channel for this canonical document; this alias adds no independent corroboration or second attention slot. Its own source identity and registry terms remain authoritative; a creator citation reward still requires qualifying evidence.

DecideSKIP
Publisher offers cash for citations – Retraction Watch$0 · EV 0%

Retraction Watch article about a publisher offering cash for citations; not the cited document and only tangentially related to citation rewards, not paying to read. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
How to Cite Paywalled Sources You Can't Fully Access$0 · EV 0%

Guide on citing paywalled sources; not the cited document and does not address citation rewards. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Paywalled Content Gets 0% AI Citations: 2026 Study$0 · EV 0%

Study on paywalled content and AI citations; not the cited document and does not address citation rewards. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
IN4PL 2026 - ReferenceCitationGuidelines$0 · EV 0%

Conference citation formatting guidelines; not the cited document and unrelated to paying to read or citation rewards. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
When You Hit a Paywall & Citation Chasing$0 · EV 0%

Library guide on paywalls and citation chasing; not the cited document and does not address citation rewards. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Federal Register :: Medicare and Medicaid Programs; CY 2026 Payment Policies Under the Physician Fee Schedule and Other Changes to Part B Payment and Coverage Policies; Medicare Shared S$0 · EV 0%

Federal Register Medicare payment policies; unrelated to citation rewards or paying to read sources. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Citation vs. Attribution – Self-Publishing Guide$0 · EV 0%

General citation vs. attribution guide; does not address Keryx's pay-to-read or citation reward mechanics. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
How much does your reference list cost?$0 · EV 0%

Discusses cost of reference lists, not Keryx's pay-to-read vs. citation reward distinction. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Points of View Reference Source | EBSCO$0 · EV 0%

EBSCO product description; unrelated to Keryx citation rewards. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
When to Cite | SPH$0 · EV 0%

General citation guidance; does not cover Keryx payment or reward mechanisms. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
To pay or not to pay? handling crowdsourced participants who ...$0 · EV 0%

About compensating crowdsourced study participants, not citation rewards. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Understanding Citations, Plagiarism, and Paraphrasing$0 · EV 0%

General plagiarism and citation guidance; no Keryx-specific payment or reward content. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
NIH Seeks Input on Measuring and Rewarding Scientific Impact$0 · EV 0%

NIH request for input on measuring scientific impact; unrelated to Keryx citation rewards. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Intro signals: E.g., See, See also, Cf., etc. - Bluebook Legal Citation - Tarlton Law Library at Tarlton Law Library$0 · EV 0%

Bluebook legal citation signals; no relevance to Keryx payment or reward mechanisms. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Is it OK to refuse to cite paywalled papers?$0 · EV 0%

Discussion about refusing to cite paywalled papers; not about Keryx's pay-to-read vs. reward distinction. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Is the open access citation advantage real? A systematic review of the citation of open access and subscription-based articles$0 · EV 0%

Systematic review of open access citation advantage; unrelated to Keryx citation rewards. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Are Publications and Funding Legitimate Research Motivations?$0 · EV 0%

General research motivations; does not address Keryx payment or citation reward mechanics. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Keryx owner release notes — first-party validation — Keryx v0.27.23$0.005 · EV 30%

Cached Keryx release notes mention source sufficiency and eligibility planning, but only an abstract; may offer limited context on citation reward conditions. — cached content is free, but this read does not clear the attention gate (EV 0.30, minimum 0.45, with a required claim target).

Fetch

Agent spend wallet ready: 0x9e88d16c3ecb07b9e84df13ef38dd6b673bd285c (balance sufficient)

Fetch

Paying $0.002 toll to read Keryx Engineering (first-party) — How Keryx pays cited creators…

Fetch

Paid $0.002 to Keryx Engineering (first-party) — How Keryx pays cited creators (settled 0a51d810-4…) — S1

Sufficiency

Sub-claim "What does the cited document say about paying to read a sour…": 100% covered by S1

Sufficiency

Sub-claim "What does the cited document say about a reward for a qualif…": 100% covered by S1

Sufficiency

Sub-claim "What distinctions does the cited document make between payin…": 100% covered by S1

Sufficiency

Sub-claim "What conditions or qualifications does the cited document sp…": 100% covered by S1

Sufficiency

Sub-claim "What limitations or unsupported points does the cited docume…": 100% covered by S1

Sufficiency

The cited document is a first-party engineering note that explicitly separates access tolls from citation rewards. The retrieved passages directly answer the first four sub-claims, with the fifth sub-claim partially addressed by the document's own integrity caveats. No unread sources are cited.

Re-evaluate

All sub-claims already well-covered (sufficiency passed with 0 gaps) — skipping re-evaluation to save latency.

Sufficiency

Final check — "What does the cited document say about paying to read a sour…": 100% assessed by S1

Sufficiency

Final check — "What does the cited document say about a reward for a qualif…": 100% assessed by S1

Sufficiency

Final check — "What distinctions does the cited document make between payin…": 100% assessed by S1

Sufficiency

Final check — "What conditions or qualifications does the cited document sp…": 100% assessed by S1

Sufficiency

Final check — "What limitations or unsupported points does the cited docume…": 100% assessed by S1

Sufficiency

Final coverage assessment — The cited document is a first-party engineering note that explicitly separates access tolls from citation rewards. The retrieved passages directly answer the first four sub-claims, with the fifth sub-claim partially addressed by the document's own integrity caveats. No unread sources are cited.

Synthesize

Synthesizing a grounded answer from 1 source(s)…

Evidence

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

Evidence

Delivering 8 summary sentence(s), each tied to one checked verbatim excerpt; complete synthesis remains unverified.

Evidence

Source-matched reward-eligible excerpt — S1, research target 1, proposed support 100% (estimate, not entailment): “An access toll purchases a read through the source's x402 endpoint.”

Evidence

Source-matched reward-eligible excerpt — S1, research target 2, proposed support 100% (estimate, not entailment): “A citation reward is a separate payment considered after the answer is written and its evidence checked.”

Evidence

Source-matched reward-eligible excerpt — S1, research target 3, proposed support 100% (estimate, not entailment): “Keryx separates the cost of opening source content from the reward for citing it.”

Evidence

Source-matched reward-eligible excerpt — S1, research target 3, proposed support 100% (estimate, not entailment): “Cached content can avoid a new access toll while still contributing to an answer and qualifying for a citation reward.”

Evidence

Source-matched reward-eligible excerpt — S1, research target 4, proposed support 100% (estimate, not entailment): “A citation can qualify for a reward only when its source marker appears in the answer, the synthesis declares that marker, and a validated q…”

Evidence

Source-matched reward-eligible excerpt — S1, research target 4, proposed support 100% (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 reward-eligible excerpt — S1, research target 5, proposed support 100% (estimate, not entailment): “When no citation qualifies, the citation pool stays unspent, while access tolls already settled remain paid.”

Evidence

Source-matched reward-eligible excerpt — S1, research target 5, proposed support 100% (estimate, not entailment): “Likewise, receipt integrity verifies that the receipt content has not changed; it does not prove independent customer demand or factual corr…”

Synthesize

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

Verdict

Confidence: Moderate — Each summary sentence is tied to a verbatim excerpt and model-checked; completeness and independent factual correctness remain unverified. Evidence assessment: 1 evidence-verified source cover every sub-claim, but corroboration or support strength is limited.

Attribute

Keryx Engineering (first-party) contributed 100% - reward $0.025

Settle

Settled $0.025 citation reward → 0x3d609eF127094624cC434aAd5A9fAcA0851dAa2D (f3b8939a-5…)

Done

Done. Spent $0.027 across 2 confirmed/simulated payment(s) to creators.

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
Recorded decisions can be replayed

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
7684d003c11e362f1ef22886785f388c24f37ee40ea49380a0fda285b6a3423f

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

Model proposal → selected plan → code checkpoint

BUY1
SKIP94
CACHE0
FREE0
ESCALATE0
UNKNOWN1

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: 2 · Candidate rounds with continuing checks only: 1

CandidateRead roundModel proposedSelected planCheckpointCode resultReason / rule
960BUYBUYselectionCONTINUEselected-plan
840CACHECACHEselectionCONTINUEselected-plan
10SKIPSKIPselectionSKIPplan-skip
20SKIPSKIPselectionSKIPplan-skip
30SKIPSKIPselectionSKIPplan-skip
40SKIPSKIPselectionSKIPplan-skip
50SKIPSKIPselectionSKIPplan-skip
60SKIPSKIPselectionSKIPplan-skip
70SKIPSKIPselectionSKIPplan-skip
80SKIPSKIPselectionSKIPplan-skip
90SKIPSKIPselectionSKIPplan-skip
100SKIPSKIPselectionSKIPplan-skip
110SKIPSKIPselectionSKIPplan-skip
120SKIPSKIPselectionSKIPplan-skip
130SKIPSKIPselectionSKIPplan-skip
140SKIPSKIPselectionSKIPplan-skip
150SKIPSKIPselectionSKIPplan-skip
160SKIPSKIPselectionSKIPplan-skip
170SKIPSKIPselectionSKIPplan-skip
180SKIPSKIPselectionSKIPplan-skip
190SKIPSKIPselectionSKIPplan-skip
200SKIPSKIPselectionSKIPplan-skip
210SKIPSKIPselectionSKIPplan-skip
220SKIPSKIPselectionSKIPplan-skip
230SKIPSKIPselectionSKIPplan-skip
240SKIPSKIPselectionSKIPplan-skip
250SKIPSKIPselectionSKIPplan-skip
260SKIPSKIPselectionSKIPplan-skip
270SKIPSKIPselectionSKIPplan-skip
280SKIPSKIPselectionSKIPplan-skip
290SKIPSKIPselectionSKIPplan-skip
300SKIPSKIPselectionSKIPplan-skip
310SKIPSKIPselectionSKIPplan-skip
320SKIPSKIPselectionSKIPplan-skip
330SKIPSKIPselectionSKIPplan-skip
340SKIPSKIPselectionSKIPplan-skip
350SKIPSKIPselectionSKIPplan-skip
360SKIPSKIPselectionSKIPplan-skip
370SKIPSKIPselectionSKIPplan-skip
380SKIPSKIPselectionSKIPplan-skip
390SKIPSKIPselectionSKIPplan-skip
400SKIPSKIPselectionSKIPplan-skip
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
760CACHESKIPselectionSKIPplan-skip
770SKIPSKIPselectionSKIPplan-skip
780SKIPSKIPselectionSKIPplan-skip
790SKIPSKIPselectionSKIPplan-skip
800SKIPSKIPselectionSKIPplan-skip
810SKIPSKIPselectionSKIPplan-skip
820SKIPSKIPselectionSKIPplan-skip
830SKIPSKIPselectionSKIPplan-skip
850SKIPSKIPselectionSKIPplan-skip
860SKIPSKIPselectionSKIPplan-skip
870SKIPSKIPselectionSKIPplan-skip
880SKIPSKIPselectionSKIPplan-skip
890SKIPSKIPselectionSKIPplan-skip
900SKIPSKIPselectionSKIPplan-skip
910SKIPSKIPselectionSKIPplan-skip
920SKIPSKIPselectionSKIPplan-skip
930SKIPSKIPselectionSKIPplan-skip
940SKIPSKIPselectionSKIPplan-skip
950CACHESKIPselectionSKIPplan-skip
960BUYBUYduplicateCONTINUEduplicate
960BUYBUYpublic-routeCONTINUEpublic-channel
960BUYBUYpublic-routeCONTINUEpublic-channel
960BUYBUYpresentCONTINUEmissing-source
960BUYBUYfundingCONTINUEfunding-unavailable
960BUYBUYtermsCONTINUEterms
960BUYBUYduplicateCONTINUEduplicate
960BUYBUYduplicateCONTINUEduplicate
960BUYBUYrightsCONTINUErights
960BUYBUYreviewCONTINUEhuman-review
960BUYBUYreview-verdictCONTINUEadmitted
960BUYBUYchannelBUYdelivery-channel
960BUYBUYzero-budgetCONTINUEzero-budget
960BUYBUYsufficiencySTOPsufficiency
Run context0——expansionSTOPexpansion

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.

Exact receipt still current

1 exact cited article version still match Keryx's current index. The source cited here has published nothing new since this dispatch settled.

Inspect machine-readable audit

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

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1 source cited$0.0270 recorded creator rewards
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Using https://aclanthology.org/2023.emnlp-main.741/, describe the atomic-fact evaluation unit and give a proposed annotation row for a research-agent answer. 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
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Using https://aclanthology.org/2023.emnlp-main.398/, make a table of the evaluation dimensions reported for generated answers with citations. Mark whether full paper text was read. Cite only material actually retrieved; keep unread sources and unsupported points explicit. Do not force a purchase or a reward.
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I am a Kenya-based operations engineer writing an onboarding note for a research team. Use the verified registered Keryx Engineering (first-party) source and its article "How Keryx pays cited creators". Explain in a concise English note whether paying to read guarantees a citation reward, how the source-access toll differs from a later qualified citation reward, and what happens to an already settled toll when the delivered content supports no final citation. Cite the actual article, preserve its documented revision and first-party scope, and show access and citation payments separately. This question authorizes at most 0.05 USDC total for source access and qualified citation rewards. Do not buy a separate research package or sign a second buyer purchase.
1 source cited$0.0250 recorded creator rewards
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