Archived dispatch

What is easy to misunderstand about Keryx contribution weights for creator payouts, and what does the evidence actually show?

Moderateconfidence— 1 evidence-verified source cover every sub-claim, but corroboration or support strength is limited

9/30/2026, 11:20:39 AM · llm:deepseek:deepseek-v4-flash

§ IIThe reading1 cited
Moderateconfidence— 1 evidence-verified source cover every sub-claim, but corroboration or support strength is limiteddeep researchpreview plan 2/2 claimsportfolio 2/2 · evidence 50%

The commonly misunderstood or ambiguous point is the role of the model-proposed contribution weights: they are proposals, not direct payment authority. The model proposes contribution weights for accepted sources , and Keryx resolves those weights and allocates the citation pool using integer micro-USDC amounts . Only sources accepted by the evidence ledger enter this allocation . Critically, 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 . A related ambiguity is that a citation reward does not establish adequate coverage: a narrow quotation may qualify for a citation reward even when the final assessment says the wider question is only partially answered , and a reward therefore does not establish that the job achieved adequate coverage . The available evidence does not show that contribution weights themselves determine the recipient or override the source's payout terms; it shows the weights feed into a resolved allocation of the citation pool, while actual creator payment calls rely on the source's authoritative payment terms . The Stripe Blog source does not address Keryx contribution weights or creator payouts and provides no evidence on this question.

Evidence ledger — quotes verified before rewards

  1. What aspects of Keryx contribution weights for creator payouts are commonly misunderstood or ambiguous?

    60%
    “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] How Keryx pays cited creators
  2. What does the available evidence actually show about how Keryx contribution weights determine creator payouts?

    50%
    “Keryx resolves those weights and allocates the citation pool using integer micro-USDC amounts.” [S1] How Keryx pays cited creators

Cited sources and planned rewards

Helpful?
Spent$0.015
To creators100%
Decisions0 bought · 2 cached · 17 skipped
llm:deepseek:deepseek-v4-flashlive on Arc testnet
Decision log · 48 steps
§ IThe decision$0.015 settled / $0.03
50%$0.015 under cap
Decompose

Breaking down: "What is easy to misunderstand about Keryx contribution weights for creator payouts, and what does the evidence actually show?"

Decompose

Identified 2 research target(s) to investigate; these are not established facts

Decompose

Deep mode: up to 4 paid/cached reads plus one bounded gap-expansion pass when needed.

Discover

Discovered 21 verified source(s)

Discover

Recalled 50 past runs on this subject — how these sources performed when they were available.

Discover

ERC-8004 reputation loaded — composite scores on this subject.

Pre-check

Claim-aware portfolio selected 2/2 positive proposal(s): 2 cached + 0 fresh, predicting 2/2 claim(s) above the evidence floor with $0.000000/$0.015000 fetch USDC reserved.

Pre-check

Free-preview pre-check maps an actionable source to every sub-claim (2/2); paid reading may proceed within the budget.

DecideCACHE
Keryx Engineering (first-party) — How Keryx pays cited creators$0.002 · EV 90%

First-party Keryx engineering doc explicitly covers contribution weights, citation rewards, and settlement limits — exactly the mechanism behind the question. Highest citation rate on this subject (18 citations, 50% when read) and it is the authoritative source for both the misunderstanding (claim 0) and what evidence shows (claim 1). Already cached, so reuse free. — selected for the claim-aware evidence portfolio (targets claims 1, 2; 0 fetch USDC, 1 attention slot).

DecideCACHE
Stripe Blog — Why global workers are driving demand for stablecoin payouts$0.002 · EV 50%

Stripe Blog has the strongest reputation on this subject (50/100, 4 citations) and its survey of stablecoin payout demand speaks to how creator/worker payouts actually work in practice, supporting the evidence side (claim 1). Cached, so free to reuse; useful as corroborating context though not Keryx-specific. — selected for the claim-aware evidence portfolio (targets claim 2; 0 fetch USDC, 1 attention slot).

DecideSKIP
Onchain Micropayments Digest — Nanopayments and the $0.000001 floor$0.005 · EV 20%

Onchain Micropayments Digest covers nanopayment floors and batching, not Keryx contribution weights or creator payout formulas. Only tangential to payout mechanics and would not resolve either sub-claim; 25% citation rate with no direct fit.

DecideSKIP
Arc Settlement Benchmarks — Measuring x402 settlement latency on Arc$0.003 · EV 15%

Arc Settlement Benchmarks measures x402 settlement latency/finality, not contribution weighting or payout attribution. Low citation rate (10%) and off-topic for both sub-claims.

DecideSKIP
Web Payments Review — How long do x402 payments take to finalize?$0.002 · EV 15%

Web Payments Review discusses x402 finalization timing, not Keryx contribution weights or payout evidence. Weak topical fit and low reputation (13/100).

DecideSKIP
Agent Economy Weekly — x402 turns HTTP 402 into an agent payment rail$0.004 · EV 15%

Agent Economy Weekly explains the x402 payment rail generally; it does not address Keryx contribution weights or the payout evidence question. Low reputation (9/100) and no direct target support.

DecideSKIP
Distributed Systems Notes — Idempotency keys prevent double-spends$0.003 · EV 10%

Distributed Systems Notes covers idempotency keys for retries, unrelated to contribution weights or creator payout attribution. No target support.

DecideSKIP
Stablecoin Ledger — Why USDC settles instantly onchain$0.003 · EV 10%

Stablecoin Ledger explains USDC settlement speed; it never addresses Keryx contribution weights or payout formulas. Read 7 times on this subject and never cited — poor value.

DecideSKIP
Decrypt — Putin Signs Russia's First Crypto Law: Trading Is Legal, Payments Stay Banned$0.002 · EV 5%

Decrypt piece is about Russia's crypto trading law, entirely unrelated to Keryx contribution weights or creator payouts. Never cited on this subject.

DecideSKIP
CoinDesk: Bitcoin, Ethereum, Crypto News and Price Data — Crypto Long & Short: Inside the 300-to-1 onchain gap between the dollar and euro$0.002 · EV 5%

CoinDesk article covers the dollar/euro onchain stablecoin gap, not Keryx payout weighting. Never cited on this subject and off-topic.

DecideSKIP
Ethereum Foundation Blog — The triage is the product: running AI agents against Ethereum's protocol code$0.002 · EV 5%

Ethereum Foundation post is about AI agents triaging protocol code, unrelated to Keryx contribution weights or creator payout evidence.

DecideSKIP
Cointelegraph.com News — Crypto Biz: Bitcoin pumps, Wall Street does the paperwork$0.002 · EV 5%

Cointelegraph market recap on Bitcoin/crypto stocks has no bearing on Keryx contribution weights or payout attribution.

DecideSKIP
Latent.Space — React for Agents: Astro Creator Brings Hooks to his Meta-Harness, Flue$0.004 · EV 10%

Latent.Space covers agent harness design (Flue 2), not Keryx contribution weights or creator payout evidence. Never cited on this subject.

DecideSKIP
Simon Willison's Weblog — Feeling sad about AI$0.003 · EV 5%

Simon Willison's 'Feeling sad about AI' is metadata-only with no preview content and no relevance to Keryx contribution weights or payouts.

DecideSKIP
Hugging Face - Blog — BenchMIRT: What are LLM benchmarks actually measuring?$0.003 · EV 5%

Hugging Face BenchMIRT post is metadata-only about LLM benchmarks; no connection to Keryx contribution weights or creator payout evidence.

DecideSKIP
Vitalik Buterin's website — Low-risk defi can be for Ethereum what search was for Google$0.004 · EV 5%

Vitalik's low-risk DeFi essay is metadata-only and about DeFi/Ethereum, not Keryx contribution weights or payout attribution.

DecideSKIP
The Coinbase Blog - Medium — In response to the Wall Street Journal$0.003 · EV 5%

Coinbase's response to the WSJ concerns proprietary trading allegations, unrelated to Keryx contribution weights or creator payouts.

DecideSKIP
Inner Axiom — The Codex — The Journey of the Soul$0.002 · EV 2%

Esoteric 'Journey of the Soul' article has no relevance to Keryx contribution weights or payout evidence.

DecideSKIP
Conzit Labs — St. Vincent's Hollywood Bowl Show: A Theatrical Musical Triumph$0.002 · EV 2%

St. Vincent concert review is entirely unrelated to Keryx contribution weights or creator payout mechanisms.

Fetch

Agent spend wallet ready: 0x29028Fe1122E17Fe7863A22701e863FE4DaE1aFB (balance sufficient)

Fetch

Reused cached Keryx Engineering (first-party) — How Keryx pays cited creators (free) — S1

Fetch

Reused cached Stripe Blog — Why global workers are driving demand for stablecoin payouts (free) — S2

Re-evaluate

Sub-claim "What aspects of Keryx contribution weights for creator payou…": 60% covered by S1 — S1 directly identifies a key misunderstanding: a model-proposed contribution weight does not choose a recipient or change the source's payout authority, and a citation reward does not establish that the job achieved adequate coverage. It also notes weights are resolved by Keryx and only ledger-accepted sources enter allocation. However, it does not enumerate commonly misunderstood aspects beyond these points or address ambiguity in how weights are resolved.

Re-evaluate

Sub-claim "What does the available evidence actually show about how Ker…": 70% covered by S1 — S1 states the model proposes contribution weights for accepted sources, Keryx resolves those weights and allocates the citation pool using integer micro-USDC amounts, only ledger-accepted sources enter allocation, and payment calls use the source's authoritative payment terms. It does not provide the actual weight-resolution formula or detailed allocation mechanics, leaving a small requested gap.

Re-evaluate

Coverage is adequate for both sub-claims. S1 is first-party Keryx engineering documentation that directly addresses the misunderstanding (model-proposed weights do not choose recipients or override payout authority) and the actual evidence (weights are resolved by Keryx, only ledger-accepted sources enter the citation pool, allocation uses integer micro-USDC, and payment calls use authoritative source terms). The remaining gaps concern weight-resolution mechanics and a fuller enumeration of ambiguities, which none of the affordable skipped sources address; they cover unrelated topics such as x402 settlement, stablecoins, and crypto news. No purchase is warranted.

Sufficiency

Final check — "What aspects of Keryx contribution weights for creator payou…": 90% assessed by S1

Sufficiency

Final check — "What does the available evidence actually show about how Ker…": 90% assessed by S1

Sufficiency

Final coverage assessment — S1 directly addresses both sub-claims: it identifies the common misunderstanding that a model-proposed contribution weight chooses the recipient or changes payout authority, and states that Keryx resolves weights and allocates the citation pool only among ledger-accepted sources using integer micro-USDC, while creator payment calls use the source's authoritative payment terms. S2 is about stablecoin payouts for global workers and does not address Keryx contribution weights or creator payouts.

Synthesize

Synthesizing a grounded answer from 2 source(s)…

Evidence

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

Evidence

Below reward gate — S1 supports claim 1 at 10%: “The model proposes contribution weights for accepted sources.”

Evidence

Verified — S1 supports claim 1 at 60%: “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

Verified — S1 supports claim 2 at 50%: “Keryx resolves those weights and allocates the citation pool using integer micro-USDC amounts.”

Evidence

Below reward gate — S1 supports claim 2 at 30%: “Only sources accepted by the evidence ledger enter this allocation.”

Evidence

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

Synthesize

Drafted answer citing 1 source(s)

Verdict

Confidence: Moderate — 1 evidence-verified source cover every sub-claim, but corroboration or support strength is limited.

Attribute

Keryx Engineering (first-party) contributed 100% → reward $0.015

Settle

Settled $0.015 citation reward → 0x6644A7C63C559454e77D5834554DCa3a60fcFDA2 (8e391b1f-c…)

Done

Done. Spent $0.015 across 1 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.

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

Related dispatches