I need to brief a teammate on weighing a paid source against its price. What are the two or three facts I should lead with?
10/2/2026, 3:09:40 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 are the key facts to lead with when weighing a paid source against its price?
0%No supporting evidence
How does Keryx decide whether a paid source's price is worth paying?
0%No supporting evidence
How do Keryx's content access tolls and USDC creator rewards factor into evaluating a paid source's value?
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 are the key facts to lead with when weighing a paid source against its price? | No inspectable excerpt recorded |
| How does Keryx decide whether a paid source's price is worth paying? | No inspectable excerpt recorded |
| How do Keryx's content access tolls and USDC creator rewards factor into evaluating a paid source's value? | No inspectable excerpt recorded |
Decision log · 60 steps
Breaking down: "I need to brief a teammate on weighing a paid source against its price. What are the two or three facts I should lead with?"
Identified 3 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: 4/4 planned queries attempted, 4 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 0/0 positive proposal(s): 0 free/cache selections + 0 paid fresh selections, predicting 0/3 claim(s) above the evidence floor with $0.000000/$0.015000 fetch USDC reserved.
Free-preview pre-check found no claim-targeted source worth its toll. No paid fetch will be attempted.
Weak match (only source, 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.
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.
Weak match (only creator); not worth 0 USDC. - free public feed reference; no purchase or creator reward.
Strong topical match on paid, two, facts, creator, addresses sub-claim 1 & 3; 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 0.15, minimum 0.45, with a required claim target).
Weak match (only creator, rewards); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Strong topical match on brief, teammate, paid, access, creator, addresses sub-claim 3; 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 0.22, minimum 0.45, with a required claim target).
Weak match (only paid, price, creator); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Weak match (only creator); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Weak match (only source, creator); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Weak match (only creator); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Weak match (only creator); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Weak match (only creator); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
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 need, price, three, facts, 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 0.18, minimum 0.45, with a required claim target).
Weak match (only price, creator); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Strong topical match on source, facts, creator, evaluating, addresses sub-claim 1 & 3; 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 0.15, minimum 0.45, with a required claim target).
Strong topical match on paid, facts, lead, whether, creator, addresses sub-claim 1 & 2 & 3; 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 0.22, minimum 0.45, with a required claim target).
Strong topical match on paid, source, price, whether, creator, addresses sub-claim 1 & 2 & 3; 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 0.18, minimum 0.45, with a required claim target).
Weak match (only access, creator); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
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 paid, whether, creator, factor, addresses sub-claim 2 & 3; 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 0.15, 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 paid, keryx, worth, creator, addresses sub-claim 2 & 3; 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 0.15, minimum 0.45, with a required claim target).
Strong topical match on keryx, decide, content, usdc, creator, addresses sub-claim 2 & 3; 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 0.22, minimum 0.45, with a required claim target).
Strong topical match on paid, against, key, keryx, creator, addresses sub-claim 1 & 2 & 3; 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 0.18, minimum 0.45, with a required claim target).
Strong topical match on source, against, whether, creator, value, addresses sub-claim 1 & 2 & 3; 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 0.18, minimum 0.45, with a required claim target).
Weak match (only source, creator, value); not worth 0 USDC. - free public original-page READ selection (not a cache hit); no purchase or creator reward.
Weak match (only usdc); not worth 0.003 USDC.
Already cached and still relevant (matches against, price, decide, value); reuse for free instead of paying again. — cached bytes are free, but this read does not clear the attention gate (EV 0.15, minimum 0.45, with a required claim target).
Weak match (no key terms); not worth 0.005 USDC.
Weak match (only key); 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 (no key terms); not worth 0.002 USDC.
Weak match (only against); not worth 0.002 USDC.
Weak match (only rewards); not worth 0.002 USDC.
Weak match (only creator); not worth 0.004 USDC.
Weak match (only three); not worth 0.003 USDC.
Weak match (only source); not worth 0.003 USDC.
Weak match (no key terms); not worth 0.004 USDC.
Weak match (only usdc); not worth 0.003 USDC.
Weak match (no key terms); not worth 0.002 USDC.
Already cached and still relevant (matches paid, price, usdc); reuse for free instead of paying again. — free-preview expected value 0.11 is below the 0.12 spend floor, so no toll is authorized.
Weak match (no key terms); not worth 0.002 USDC.
Weak match (only content, creator); 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 paid, keryx, usdc, rewards); reuse for free instead of paying again. — cached bytes are free, but this read does not clear the attention gate (EV 0.15, minimum 0.45, with a required claim target).
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.