What would I need to verify before relying on a claim about journaling a Keryx paid job before submission?
· llm:deepseek:deepseek-v4-pro
> ⚠ Low confidence — Each summary sentence is tied to a verbatim excerpt and model-checked; completeness and independent factual correctness remain unverified. Evidence assessment: 2 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 is the definition and scope of 'journaling a Keryx paid job before submission' in the context of Keryx's system?”
In Keryx's buyer client, journaling a paid job before submission means that before signing, the journal records the normalized request, payment terms, nonce, and deterministic job identifier. Source text: “Before signing, the journal records the normalized request, payment terms, nonce and deterministic job identifier.”
Research target 2
Requested topic (unverified): “What are the specific mechanisms or processes by which Keryx journals a paid job before submission?”
Keryx journals a paid job before submission by writing a second durable boundary before the signed submission is sent. Source text: “A second durable boundary is written before the signed submission is sent.”
Research target 3
Requested topic (unverified): “What evidence or documentation would be needed to verify that journaling occurs before submission, as opposed to after or not at all?”
To verify that journaling occurs before submission, one would need evidence that the journal records the normalized request, payment terms, nonce, and deterministic job identifier before signing. Source text: “Before signing, the journal records the normalized request, payment terms, nonce and deterministic job identifier.”
Evidence gap: the recorded assessment remains below the support threshold for this target.
Research target 4
Requested topic (unverified): “What are the potential failure modes or limitations of journaling a paid job before submission in Keryx?”
A potential failure mode is that deleting the journal and buying again can create a second debit, so ambiguous cases may require operator reconciliation. Source text: “Deleting the journal and buying again can create a second debit, so ambiguous cases may require operator reconciliation.”
Research target 5
Requested topic (unverified): “What are the criteria for determining that a claim about journaling a Keryx paid job before submission is reliable?”
Source excerpts:
- “Accuracy or verifiability of details is an important part of the evaluation process, especially when you are reading the work of an unfamiliar author presented by an unfamiliar organization, or presented in a non-traditional way.”
Evidence gap: the recorded assessment remains below the support threshold for this target.
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.
Next steps to complete this research
These are suggested follow-up steps; this run has not performed them. They do not change the recorded evidence or payment state.
- “What Are Credible Sources & How to Spot Them Examples”: Original text was unavailable. Check the publisher URL and provide an accessible original of the same document; this failure does not establish that the document does not exist.
- “Criteria for Determining Credibility of Resources”: Original text was unavailable. Check the publisher URL and provide an accessible original of the same document; this failure does not establish that the document does not exist.
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.
Requested topic (unverified): “What is the definition and scope of 'journaling a Keryx paid job before submission' in the context of Keryx's system?”
90% estimated“Before signing, the journal records the normalized request, payment terms, nonce and deterministic job identifier.” [S1] Recovering a Keryx paid research job
Requested topic (unverified): “What are the specific mechanisms or processes by which Keryx journals a paid job before submission?”
70% estimated“A second durable boundary is written before the signed submission is sent.” [S1] Recovering a Keryx paid research job
Requested topic (unverified): “What evidence or documentation would be needed to verify that journaling occurs before submission, as opposed to after or not at all?”
30% estimated“Before signing, the journal records the normalized request, payment terms, nonce and deterministic job identifier.” [S1] Recovering a Keryx paid research job
Requested topic (unverified): “What are the potential failure modes or limitations of journaling a paid job before submission in Keryx?”
80% estimated“Deleting the journal and buying again can create a second debit, so ambiguous cases may require operator reconciliation.” [S1] Recovering a Keryx paid research job
Requested topic (unverified): “What are the criteria for determining that a claim about journaling a Keryx paid job before submission is reliable?”
20% estimated“Accuracy or verifiability of details is an important part of the evaluation process, especially when you are reading the work of an unfamiliar author presented by an unfamiliar organization, or presented in a non-traditional way.” [S3] Guides: Evaluating Information: Evaluating Sources
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.
What is the definition and scope of 'journaling a Keryx paid job before submission' in the context of Keryx's system?
1 recorded excerpt remain.
Inspect remaining excerpts
“Before signing, the journal records the normalized request, payment terms, nonce and deterministic job identifier.”
S1 · Keryx Engineering (first-party) · Recovering a Keryx paid research job · version sha256:1763a291526f1ffa3c05f2b3a595be71be7607c76a91d866f1a9c9170ae9882e
What are the specific mechanisms or processes by which Keryx journals a paid job before submission?
1 recorded excerpt remain.
Inspect remaining excerpts
“A second durable boundary is written before the signed submission is sent.”
S1 · Keryx Engineering (first-party) · Recovering a Keryx paid research job · version sha256:1763a291526f1ffa3c05f2b3a595be71be7607c76a91d866f1a9c9170ae9882e
What evidence or documentation would be needed to verify that journaling occurs before submission, as opposed to after or not at all?
1 recorded excerpt remain.
Inspect remaining excerpts
“Before signing, the journal records the normalized request, payment terms, nonce and deterministic job identifier.”
S1 · Keryx Engineering (first-party) · Recovering a Keryx paid research job · version sha256:1763a291526f1ffa3c05f2b3a595be71be7607c76a91d866f1a9c9170ae9882e
What are the potential failure modes or limitations of journaling a paid job before submission in Keryx?
1 recorded excerpt remain.
Inspect remaining excerpts
“Deleting the journal and buying again can create a second debit, so ambiguous cases may require operator reconciliation.”
S1 · Keryx Engineering (first-party) · Recovering a Keryx paid research job · version sha256:1763a291526f1ffa3c05f2b3a595be71be7607c76a91d866f1a9c9170ae9882e
What are the criteria for determining that a claim about journaling a Keryx paid job before submission is reliable?
1 recorded excerpt remain.
Inspect remaining excerpts
“Accuracy or verifiability of details is an important part of the evaluation process, especially when you are reading the work of an unfamiliar author presented by an unfamiliar organization, or presented in a non-traditional way.”
S3 · jhu.edu · Guides: Evaluating Information: Evaluating Sources · version 114bd900af4eeb25d2bf63cf58425aa8975c05e91ed74f2d023cc687a669be0a
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 (unverified) | Inspection status | [S1] Recovering a Keryx paid research jobPublication: Keryx Engineering (first-party)Published: 2026-09-08T00:00:00.000Z | [S3] Guides: Evaluating Information: Evaluating SourcesPublication: jhu.eduPublished: Not recorded |
|---|---|---|---|
| What is the definition and scope of 'journaling a Keryx paid job before submission' in the context of Keryx's system? | Recorded excerpt | Inspect 1 excerptBefore signing, the journal records the normalized request, payment terms, nonce and deterministic job identifier. | No excerpt recorded |
| What are the specific mechanisms or processes by which Keryx journals a paid job before submission? | Recorded excerpt | Inspect 1 excerptA second durable boundary is written before the signed submission is sent. | No excerpt recorded |
| What evidence or documentation would be needed to verify that journaling occurs before submission, as opposed to after or not at all? | Recorded excerpt | Inspect 1 excerptBefore signing, the journal records the normalized request, payment terms, nonce and deterministic job identifier. | No excerpt recorded |
| What are the potential failure modes or limitations of journaling a paid job before submission in Keryx? | Recorded excerpt | Inspect 1 excerptDeleting the journal and buying again can create a second debit, so ambiguous cases may require operator reconciliation. | No excerpt recorded |
| What are the criteria for determining that a claim about journaling a Keryx paid job before submission is reliable? | Recorded excerpt | No excerpt recorded | Inspect 1 excerptAccuracy or verifiability of details is an important part of the evaluation process, especially when you are reading the work of an unfamiliar author presented by an unfamiliar organization, or presented in a non-traditional way. |
Reference export
2 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
- 1Recovering a Keryx paid research jobKeryx Engineering (first-party) · 2026-09-0890%$0.0225 planned
- 3Guides: Evaluating Information: Evaluating Sourcesjhu.eduFree public reference · no creator payment · extracted html text10%
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Decision log · 87 steps
Breaking down: "What would I need to verify before relying on a claim about journaling a Keryx paid job before submission?"
Identified 5 research target(s) to investigate; these are not established facts
Deep mode: up to 5 paid/cached/public reads plus one bounded gap-expansion pass when needed.
Web search: 6/6 planned queries attempted, 1 succeeded, 10 public page previews/leads, 5 unavailable queries. Previews and supplied URLs are discovery only. Public reads spend no USDC; model and service operating costs remain separate.
Discovered 2 verified creator source(s) and 40 free public reference(s)
Claim-aware portfolio (exhaustive; bounded selection, not a claim of global optimality) selected 5/6 positive proposal(s): 5 free/cache selections + 0 paid fresh selections, predicting 5/5 claim(s) above the evidence floor with $0.000000/$0.025000 fetch USDC reserved.
Free-preview pre-check maps an actionable source to every sub-claim (5/5); paid reading may proceed within the budget.
First-party Keryx engineering doc explicitly covers quoting, journaling a purchase and resuming a paid job, directly relevant to targets 0-3. — selected for the claim-aware evidence portfolio (targets claims 1, 2, 3, 4; 0 fetch USDC, 1 attention slot).
Scribbr guide on credible sources provides evaluation criteria relevant to target 4. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — selected for the claim-aware evidence portfolio (targets claim 5; 0 fetch USDC, 1 attention slot).
Purdue Global credibility guide covers backed claims and evidence, relevant to target 4. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — selected for the claim-aware evidence portfolio (targets claim 5; 0 fetch USDC, 1 attention slot).
General criteria for credibility of resources could inform target 4 (criteria for reliable claims), though not Keryx-specific. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — selected for the claim-aware evidence portfolio (targets claim 5; 0 fetch USDC, 1 attention slot).
Johns Hopkins evaluating sources guide provides general credibility criteria, relevant to target 4. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — selected for the claim-aware evidence portfolio (targets claim 5; 0 fetch USDC, 1 attention slot).
arXiv rate limit policy is unrelated to Keryx paid job journaling. - free public feed reference; no purchase or creator reward.
BIS gold paper is unrelated to Keryx paid job journaling. - free public feed reference; no purchase or creator reward.
Chip Huyen's agents article is unrelated to Keryx paid job journaling. - free public feed reference; no purchase or creator reward.
Cloudflare Workers module registry is unrelated to Keryx paid job journaling. - free public feed reference; no purchase or creator reward.
Creative Commons heritage roundtable is unrelated to Keryx paid job journaling. - free public feed reference; no purchase or creator reward.
DeepMind private AI compute is unrelated to Keryx paid job journaling. - free public feed reference; no purchase or creator reward.
DOAJ library publishing toolkit is unrelated to Keryx paid job journaling. - free public feed reference; no purchase or creator reward.
Docker ecosystem event is unrelated to Keryx paid job journaling. - free public feed reference; no purchase or creator reward.
DuckDB view-only mode is unrelated to Keryx paid job journaling. - free public feed reference; no purchase or creator reward.
Eugene Yan's AI compounding article is unrelated to Keryx paid job journaling. - free public feed reference; no purchase or creator reward.
Go SIMD blog is unrelated to Keryx paid job journaling. - free public feed reference; no purchase or creator reward.
Google Research federated learning is unrelated to Keryx paid job journaling. - free public feed reference; no purchase or creator reward.
Lilian Weng's LLM agents article is unrelated to Keryx paid job journaling. - free public feed reference; no purchase or creator reward.
Microsoft Quine biology system is unrelated to Keryx paid job journaling. - free public feed reference; no purchase or creator reward.
Netlify WebMCP challenge is unrelated to Keryx paid job journaling. - free public feed reference; no purchase or creator reward.
Ollama funding announcement is unrelated to Keryx paid job journaling. - free public feed reference; no purchase or creator reward.
OpenAI Developers plugin is unrelated to Keryx paid job journaling. - free public feed reference; no purchase or creator reward.
OpenAlex software citation is unrelated to Keryx paid job journaling. - free public feed reference; no purchase or creator reward.
PostgreSQL dbForge release is unrelated to Keryx paid job journaling. - free public feed reference; no purchase or creator reward.
PyTorch media processing is unrelated to Keryx paid job journaling. - free public feed reference; no purchase or creator reward.
Rust 1.99 announcement is unrelated to Keryx paid job journaling. - free public feed reference; no purchase or creator reward.
Sebastian Raschka post-training article is unrelated to Keryx paid job journaling. - free public feed reference; no purchase or creator reward.
Spotify Bayesian A/B testing is unrelated to Keryx paid job journaling. - free public feed reference; no purchase or creator reward.
Stripe fraud at AI startups is unrelated to Keryx paid job journaling. - free public feed reference; no purchase or creator reward.
Supabase Select recap is unrelated to Keryx paid job journaling. - free public feed reference; no purchase or creator reward.
Tailscale Meta Muse agent is unrelated to Keryx paid job journaling. - free public feed reference; no purchase or creator reward.
Vicki Boykis NASA engineering excellence is unrelated to Keryx paid job journaling. - free public feed reference; no purchase or creator reward.
vLLM disaggregated serving guide is unrelated to Keryx journaling or paid job verification. - free public feed reference; no purchase or creator reward.
Wikimedia Spain conference article has no relevance to Keryx paid job journaling. - free public feed reference; no purchase or creator reward.
x402 Foundation launch announcement is about HTTP payments, not Keryx journaling. - free public feed reference; no purchase or creator reward.
Payroll-Based Journaling Guide concerns nursing staff payroll reporting, not Keryx paid job journaling. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Review of Paid Online Writing Jobs is about freelance writing legitimacy, unrelated to Keryx. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Highline College claims evaluation guide discusses reliability criteria, relevant to target 4. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — the claim-aware portfolio chose a stronger, less redundant set inside the 5-source attention and $0.025000 fetch-budget caps, so this proposal stays unspent.
The Permanente Journal author guidelines are about medical journal submissions, not Keryx. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
KRIEZ ACADEMY submissions page is for a development journal, unrelated to Keryx. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Canadian Journal of Career Development submissions page is unrelated to Keryx. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Keryx extension release notes may mention journaling or paid job handling, but preview focuses on Chrome Web Store submission; limited relevance to targets 0-3. — cached content is free, but this read does not clear the attention gate (EV 0.30, minimum 0.45, with a required claim target).
Agent spend wallet ready: 0x9e88d16c3ecb07b9e84df13ef38dd6b673bd285c (balance sufficient)
Reused cached Keryx Engineering (first-party) — Recovering a Keryx paid research job (free) — S1
READ What Are Credible Sources & How to Spot Them | Examples - selected original public page, 0 USDC; not a cache hit.
Public page unavailable (transport-unavailable); no evidence admitted. Continuing research.
READ How to Know if a Source Is Credible I Purdue Global - selected original public page, 0 USDC; not a cache hit.
Read extracted public text from https://www.purdueglobal.edu/blog/online-learning/credible-academic-sources - S2; quote matching establishes source grounding, not fact verification.
READ Criteria for Determining Credibility of Resources - selected original public page, 0 USDC; not a cache hit.
Public page unavailable (transport-unavailable); no evidence admitted. Continuing research.
READ Evaluating Sources - Evaluating Information - Guides at Johns Hopkins University - selected original public page, 0 USDC; not a cache hit.
Read extracted public text from https://guides.library.jhu.edu/evaluate/sources - S3; quote matching establishes source grounding, not fact verification.
Sub-claim "What is the definition and scope of 'journaling a Keryx paid…": 60% covered by S1 — S1 provides a partial definition: the journal records the normalized request, payment terms, nonce and deterministic job identifier before signing, and a second durable boundary is written before the signed submission is sent. However, the exact scope of 'journaling' (e.g., what constitutes the journal, its full contents, and boundaries of 'before submission') is not fully elaborated in the supplied passages.
Sub-claim "What are the specific mechanisms or processes by which Keryx…": 50% covered by S1 — S1 mentions that before signing, the journal records the normalized request, payment terms, nonce and deterministic job identifier, and a second durable boundary is written before the signed submission is sent. It also notes private keys and payment signatures are not written into the journal. However, the specific mechanisms (e.g., file format, write ordering, atomicity, resume behavior) are only partially described.
Sub-claim "What evidence or documentation would be needed to verify tha…": 30% covered by S1 — S1 states that a journal should not be posted publicly or placed in a shared folder, and that deleting the journal and buying again can create a second debit, implying the journal is a local artifact. It also mentions the resume command and that the completed job must match the original package. However, the passages do not explicitly describe what evidence or documentation would verify the timing of journaling relative to submission.
Sub-claim "What are the potential failure modes or limitations of journ…": 40% covered by S1 — S1 notes that deleting the journal and buying again can create a second debit, so ambiguous cases may require operator reconciliation. It also mentions that unused creator reserve is not an automatic refund. However, other failure modes (e.g., journal corruption, partial writes, crash between boundaries) are not discussed in the supplied passages.
Sub-claim "What are the criteria for determining that a claim about jou…": 20% covered by S2, S3 — S2 and S3 provide general criteria for source credibility (e.g., transparency, affiliations, verifiability, citations), but they do not specifically address how to determine the reliability of a claim about Keryx's journaling behavior. S1 is a first-party source but does not discuss reliability criteria.
Several sub-claims have coverage below 0.5, particularly those about evidence/documentation for verification, failure modes, and reliability criteria. The skipped source 'Keryx owner release notes — first-party validation — Keryx extension 0.1.4.1' (price 0.005) is within the remaining budget of 0.025 and may provide additional first-party details about Keryx's journaling or validation processes. Other skipped sources are either irrelevant or too general. Buying this one source is recommended to potentially improve coverage for the missing aspects.
Filling gap — reused cached Keryx owner release notes — first-party validation — Keryx extension 0.1.4.1 (free) — S4
Final check — "What is the definition and scope of 'journaling a Keryx paid…": 90% assessed by S1
Final check — "What are the specific mechanisms or processes by which Keryx…": 90% assessed by S1
Final check — "What evidence or documentation would be needed to verify tha…": 30% assessed by S1, S2, S3
Final check — "What are the potential failure modes or limitations of journ…": 80% assessed by S1
Final check — "What are the criteria for determining that a claim about jou…": 20% assessed by S2, S3
Final coverage assessment — The first-party Keryx engineering note directly describes journaling behavior before submission, including what is recorded and that a second durable boundary is written before the signed submission is sent. It also states that private keys and payment signatures are not journaled, and warns against posting the journal publicly. This covers the definition, mechanism, and some limitations. However, the note does not provide independent verification evidence or criteria for assessing reliability of a claim about journaling; those aspects are only generally addressed by the public-reference sources on source credibility, which do not mention Keryx journaling specifically. The assessment does not establish a complete supported answer for every requested part.
Synthesizing a grounded answer from 4 source(s)…
Relevance review returned; only checked excerpts can retain support, and review cannot raise it.
Delivering 4 summary sentence(s), each tied to one checked verbatim excerpt; complete synthesis remains unverified.
Source-matched reward-eligible excerpt — S1, research target 1, proposed support 90% (estimate, not entailment): “Before signing, the journal records the normalized request, payment terms, nonce and deterministic job identifier.”
Source-matched reward-eligible excerpt — S1, research target 2, proposed support 70% (estimate, not entailment): “A second durable boundary is written before the signed submission is sent.”
Source-matched reward-eligible excerpt — S1, research target 3, proposed support 80% (estimate, not entailment): “Before signing, the journal records the normalized request, payment terms, nonce and deterministic job identifier.”
Source-matched reward-eligible excerpt — S1, research target 4, proposed support 80% (estimate, not entailment): “Deleting the journal and buying again can create a second debit, so ambiguous cases may require operator reconciliation.”
Source-matched public excerpt (no creator reward) — S3, research target 5, proposed support 40% (estimate, not entailment): “Accuracy or verifiability of details is an important part of the evaluation process, especially when you are reading the work of an unfamili…”
Prepared a sentence-cited summary from 2 source(s)
Confidence: Low — Each summary sentence is tied to a verbatim excerpt and model-checked; completeness and independent factual correctness remain unverified. Evidence assessment: 2 sub-claims remain below the evidence threshold.
Keryx Engineering (first-party) contributed 90% - reward $0.0225
jhu.edu contributed 10% - free public reference; reward share withheld
Keryx operating fee withheld: reviewed authority, unclaimed-source proof or funding capacity is unavailable. The answer remains available.
Settled $0.0225 citation reward → 0x3d609eF127094624cC434aAd5A9fAcA0851dAa2D (af527298-d…)
Done. Spent $0.0225 across 1 confirmed/simulated payment(s) to creators.
Sign in with the original report owner to review its decisions.
Read checkpoints
Read checkpoint evidence is unavailable for this report. Historical, private and unsupported native runs are not reconstructed.
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.
Recorded purchase outcomes
Did the exact article versions bought for this answer appear in its citations? This view scores retained BUY decisions against payment observations recorded in the same dispatch trace.
Recorded settlement bookkeeping only; Circle and chain settlement have not been independently rechecked here.
This is a partial retained trace sample, not a full payment ledger. An absent matching payment does not prove that no payment occurred; excluded and unconfirmed costs remain unknown.
- Recorded network
- eip155:5042
- Dispatch recorded at
- 2026-10-12T01:46:24.567Z
Participant cohort: unknown. No outside-customer usage is inferred.
0 scored exact-version purchases from 0 recorded BUY decisions; 0 BUY decisions unscored. 1 of 1 trace payment observations excluded.
Each unique source + item + content version with positive matching recorded settled access counts once. Duplicate BUYs, missing identities, zero/unconfirmed access and incompatible payment observations cannot create a scored purchase. CACHE and SKIP decisions are outside this sample.
- Exact-version citation hit rate
- Unmeasured
- Recorded access cost of uncited purchases
- Unmeasured
No scored purchases; the hit rate is unmeasured.
Counts only scored purchases. Descriptive access cost, not causal regret or proof that the purchase was useless.
Predicted value and observed citations
Bins compare the recorded predicted value with citation occurrence in this one dispatch. Small samples do not validate a probability model.
| Value band | Purchases | Predicted mean (0–1) | Citation rate |
|---|---|---|---|
| 0–0.2 | 0 | Unmeasured | Unmeasured |
| 0.2–0.4 | 0 | Unmeasured | Unmeasured |
| 0.4–0.6 | 0 | Unmeasured | Unmeasured |
| 0.6–0.8 | 0 | Unmeasured | Unmeasured |
| 0.8–1 | 0 | Unmeasured | Unmeasured |
Missed value, cost per supported claim, budget alternatives and counterfactual outcomes are unmeasured. No extra reading or learning was performed.
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.
Carries this dispatch’s question as context — never its answer. The next dispatch is read from sources bought for it.