Which specific claim does Keryx Engineering (first-party) make about Keryx contribution weights for creator payouts, and what supports that claim?
10/2/2026, 3:57:02 PM · llm:deepseek:deepseek-v4-flash + heuristic (fallback from llm:mimo:mimo-v2.5) on 1 step
No supported answer: no source passed the relevance and evidence checks within this run's limits. The planning questions and SKIP reasons show how the request was interpreted. Clarify the subject or intended meaning before starting another paid job. This does not establish that no relevant evidence exists.
Evidence ledger — supporting quotes
What specific claim does Keryx Engineering make about Keryx contribution weights for creator payouts?
0%No supporting evidence
What does Keryx Engineering cite or present as support for that claim about contribution weights?
0%No supporting evidence
Research evidence matrix
Compare research claims 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 are not measured accuracy.
| Research claim | Inspection status |
|---|---|
| What specific claim does Keryx Engineering make about Keryx contribution weights for creator payouts? | No inspectable excerpt recorded |
| What does Keryx Engineering cite or present as support for that claim about contribution weights? | No inspectable excerpt recorded |
Decision log · 62 steps
Breaking down: "Which specific claim does Keryx Engineering (first-party) make about Keryx contribution weights for creator payouts, and what supports that claim?"
Identified 2 research target(s) to investigate; these are not established facts
Deep mode: up to 4 paid/cached/public reads plus one bounded gap-expansion pass when needed.
Web search: 3/3 planned queries attempted, 3 succeeded, 24 public page previews, 0 unavailable queries. Snippets are discovery only. Public reads spend no USDC; model and service operating costs remain separate.
Discovered 21 verified creator source(s) and 29 free public reference(s)
Recalled 60 past runs on this subject — how these sources performed when they were available.
ERC-8004 reputation loaded — composite scores on this subject.
Claim-aware portfolio (exhaustive; bounded selection, not a claim of global optimality) selected 1/1 positive proposal(s): 1 free/cache selections + 0 paid fresh selections, predicting 2/2 claim(s) above the evidence floor with $0.000000/$0.015000 fetch USDC reserved.
Free-preview pre-check maps an actionable source to every sub-claim (2/2); paid reading may proceed within the budget.
Strong topical match on specific, claim, keryx, engineering, first, addresses sub-claim 1 & 2; worth the 0 USDC toll. - 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, 2; 0 fetch USDC, 1 attention slot).
Already cached and still relevant (matches engineering, creator); reuse for free instead of paying again. - free public feed reference; no purchase or creator reward. — cached bytes are free, but this read does not clear the attention gate (EV 0.13, minimum 0.45, with a required claim target).
Already cached and still relevant (matches engineering, creator, support); reuse for free instead of paying again. - free public feed reference; no purchase or creator reward. — cached bytes are free, but this read does not clear the attention gate (EV 0.20, minimum 0.45, with a required claim target).
Weak match (only creator); not worth 0 USDC. - free public feed reference; no purchase or creator reward.
Weak match (only creator); not worth 0 USDC. - free public feed reference; no purchase or creator reward.
Already cached and still relevant (matches engineering, creator); reuse for free instead of paying again. - free public feed reference; no purchase or creator reward. — cached bytes are free, but this read does not clear the attention gate (EV 0.13, minimum 0.45, with a required claim target).
Strong topical match on keryx, contribution, creator, addresses sub-claim 1 & 2; worth the 0 USDC toll. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — cached bytes are free, but this read does not clear the attention gate (EV 0.20, minimum 0.45, with a required claim target).
Strong topical match on keryx, creator, addresses sub-claim 1; worth the 0 USDC toll. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — cached bytes are free, but this read does not clear the attention gate (EV 0.13, minimum 0.45, with a required claim target).
Weak match (only creator); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Strong topical match on specific, keryx, creator, addresses sub-claim 1; worth the 0 USDC toll. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — cached bytes are free, but this read does not clear the attention gate (EV 0.20, minimum 0.45, with a required claim target).
Strong topical match on keryx, creator, addresses sub-claim 1; worth the 0 USDC toll. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — cached bytes are free, but this read does not clear the attention gate (EV 0.13, minimum 0.45, with a required claim target).
Weak match (only creator); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Strong topical match on specific, creator, addresses sub-claim 1; worth the 0 USDC toll. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — cached bytes are free, but this read does not clear the attention gate (EV 0.13, minimum 0.45, with a required claim target).
Strong topical match on specific, claim, creator, addresses sub-claim 1; worth the 0 USDC toll. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — cached bytes are free, but this read does not clear the attention gate (EV 0.20, minimum 0.45, with a required claim target).
Weak match (only creator); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Strong topical match on first, creator, payouts, addresses sub-claim 1; worth the 0 USDC toll. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — cached bytes are free, but this read does not clear the attention gate (EV 0.20, minimum 0.45, with a required claim target).
Strong topical match on creator, payouts, addresses sub-claim 1; worth the 0 USDC toll. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — cached bytes are free, but this read does not clear the attention gate (EV 0.13, minimum 0.45, with a required claim target).
Strong topical match on party, creator; worth the 0 USDC toll. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — the free-preview coverage check could not connect this source to any sub-claim, so no toll is authorized.
Strong topical match on keryx, creator, addresses sub-claim 1; worth the 0 USDC toll. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — cached bytes are free, but this read does not clear the attention gate (EV 0.13, minimum 0.45, with a required claim target).
Weak match (only creator); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Strong topical match on keryx, creator, addresses sub-claim 1; worth the 0 USDC toll. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — cached bytes are free, but this read does not clear the attention gate (EV 0.13, minimum 0.45, with a required claim target).
Weak match (only creator); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Strong topical match on claim, creator, addresses sub-claim 1; worth the 0 USDC toll. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — cached bytes are free, but this read does not clear the attention gate (EV 0.13, minimum 0.45, with a required claim target).
Strong topical match on contribution, creator, addresses sub-claim 1; worth the 0 USDC toll. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — cached bytes are free, but this read does not clear the attention gate (EV 0.13, minimum 0.45, with a required claim target).
Strong topical match on creator, supports; worth the 0 USDC toll. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — the free-preview coverage check could not connect this source to any sub-claim, so no toll is authorized.
Strong topical match on creator, support; worth the 0 USDC toll. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — the free-preview coverage check could not connect this source to any sub-claim, so no toll is authorized.
Strong topical match on first, creator; worth the 0 USDC toll. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — the free-preview coverage check could not connect this source to any sub-claim, so no toll is authorized.
Weak match (only creator); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Strong topical match on contribution, creator, addresses sub-claim 1; worth the 0 USDC toll. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — cached bytes are free, but this read does not clear the attention gate (EV 0.13, minimum 0.45, with a required claim target).
Weak match (no key terms); not worth 0.003 USDC.
Weak match (only make); not worth 0.004 USDC.
Weak match (no key terms); not worth 0.005 USDC.
Weak match (only make); not worth 0.003 USDC.
Weak match (no key terms); not worth 0.002 USDC.
Weak match (no key terms); not worth 0.002 USDC.
Weak match (only payouts); not worth 0.002 USDC.
Weak match (no key terms); not worth 0.002 USDC.
Weak match (only make); not worth 0.002 USDC.
Weak match (only creator); not worth 0.004 USDC.
Weak match (only support); not worth 0.003 USDC.
Strong topical match on creator, support; worth the 0.003 USDC toll. — the free-preview coverage check could not connect this source to any sub-claim, so no toll is authorized.
Weak match (no key terms); not worth 0.004 USDC.
Already cached and still relevant (matches first, make); reuse for free instead of paying again. — the free-preview coverage check could not connect this source to any sub-claim, so no toll is authorized.
Weak match (only first); not worth 0.002 USDC.
Weak match (no key terms); not worth 0.002 USDC.
Weak match (only first); not worth 0.002 USDC.
Weak match (only first); not worth 0.002 USDC.
Weak match (no key terms); not worth 0.003 USDC.
Weak match (no key terms); not worth 0.002 USDC.
Already cached and still relevant (matches keryx, engineering, first, party); reuse for free instead of paying again. — cached bytes are free, but this read does not clear the attention gate (EV 0.27, minimum 0.45, with a required claim target).
READ The Archive — cited answers from Keryx · Keryx - selected original public page, 0 USDC; not a cache hit.
Public page unavailable (article-byte-limit); no evidence admitted. Continuing research.
Done. Spent $0 across 0 confirmed/simulated payment(s) to creators.
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.
Carries this dispatch’s question as context — never its answer. The next dispatch is read from sources bought for it.