Archived dispatch

What does "Per-citation payments weighted by contribution" reveal about gas?

Lowconfidence1 sub-claim remains below the evidence threshold

9/16/2026, 7:28:31 AM · llm:deepseek:deepseek-v4-flash (fallback from llm:mimo:mimo-v2.5)

The dispatch, itemised.

§ IThe decision$0.02 / $0.04
50%$0.02 under cap
Decompose

Breaking down: "What does "Per-citation payments weighted by contribution" reveal about gas?"

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 60 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/$0.020000 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
Onchain Micropayments Digest — Per-citation payments weighted by contribution$0.005 · EV 90%

Onchain Micropayments Digest directly matches the query phrase 'Per-citation payments weighted by contribution' and its tags include gas and batching; the cached abstract explains rewarding sources in proportion to grounding, which is the mechanism whose gas implications (sub-cent/nanopayment batching) claim 1 asks about. Already cached, so reuse free. — selected for the claim-aware evidence portfolio (targets claims 1, 2; 0 fetch USDC, 1 attention slot).

DecideCACHE
Arc Settlement Benchmarks — Measuring x402 settlement latency on Arc$0.003 · EV 55%

Arc Settlement Benchmarks measures x402 batched-settlement latency and finality on Arc; batched settlement is the gas-efficiency primitive that makes per-citation micro-rewards viable, so it can inform claim 1's gas question. Cached, so free to reuse. — selected for the claim-aware evidence portfolio (targets claim 2; 0 fetch USDC, 1 attention slot).

DecideSKIP
Web Payments Review — How long do x402 payments take to finalize?$0.002 · EV 40%

Web Payments Review covers end-to-end x402 settlement timing, tangentially relevant to whether per-citation micro-payments are gas-feasible (claim 1). Lower reputation and only an overview, but cached so no cost. — cached bytes are free, but this read does not clear the attention gate (EV 0.40, minimum 0.45, with a required claim target).

DecideSKIP
Agent Economy Weekly — x402 turns HTTP 402 into an agent payment rail$0.004 · EV 35%

Agent Economy Weekly explains x402 as an inline agent payment rail, the rail on which per-citation weighted payments would settle; background for claim 0's meaning and indirectly claim 1's gas/settlement cost. Cached, free. — cached bytes are free, but this read does not clear the attention gate (EV 0.35, minimum 0.45, with a required claim target).

DecideSKIP
Stablecoin Ledger — Why USDC settles instantly onchain$0.003 · EV 15%

Stablecoin Ledger only covers USDC instant L2 settlement; it says nothing about per-citation weighting or gas costs of micro-rewards, so it is redundant background even though cached.

DecideSKIP
Keryx Engineering (first-party) — Recovering a Keryx paid research job$0.002 · EV 20%

Keryx first-party notes cover buyer recovery and journaling a purchase, not the gas economics of per-citation weighted rewards; first-party and off-topic for both claims.

DecideSKIP
Stripe Blog — What Stripe data shows about fraud at AI startups$0.002 · EV 10%

Stripe Blog piece is about fraud rates at AI startups; no bearing on per-citation payment weighting or gas. Not cached and not worth the toll.

DecideSKIP
Cointelegraph.com News — Does the Bitcoin rally mean we haven’t wasted our lives in crypto?$0.002 · EV 10%

Cointelegraph op-ed on the Bitcoin rally is unrelated to citation-weighted payments or gas mechanics.

DecideSKIP
Latent.Space — Ontologies Are So Back: Why AI Agents Are Reviving the Semantic Web$0.004 · EV 15%

Latent.Space discusses ontologies for agents, not payment weighting or gas; no target support.

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

Metadata-only Simon Willison post with no preview content and no topical link to per-citation payments or gas.

DecideSKIP
Hugging Face - Blog — What building Shippy taught us about building agents$0.003 · EV 5%

Metadata-only Hugging Face agent-building post; no preview and unrelated to citation weighting or gas.

DecideSKIP
Vitalik Buterin's website — Low-risk defi can be for Ethereum what search was for Google$0.004 · EV 10%

Vitalik's low-risk DeFi essay is metadata-only and about DeFi risk, not per-citation payment weighting or gas.

DecideSKIP
The Coinbase Blog - Medium — In response to the Wall Street Journal$0.003 · EV 10%

Coinbase WSJ rebuttal concerns proprietary trading; no connection to citation-weighted payments or gas.

DecideSKIP
Decrypt — Putin Signs Russia's First Crypto Law: Trading Is Legal, Payments Stay Banned$0.002 · EV 10%

Decrypt Russia crypto-law story is about trading vs payments legality, unrelated to per-citation weighting or gas.

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 10%

CoinDesk dollar/euro onchain gap piece is macro stablecoin analysis, not citation payment weighting or gas.

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

Esoteric soul-journey article is entirely off-topic.

DecideSKIP
Conzit Labs — India's UPI Sees Shift Towards Sustainable Payment Model$0.002 · EV 10%

UPI merchant-fee story is about Indian retail payments, not per-citation weighting or gas on x402 rails.

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

Idempotency keys prevent double-spends but say nothing about per-citation weighting or gas costs.

DecideSKIP
Garden & Soil Monthly — Building a no-dig raised bed$0.002 · EV 2%

Gardening article is entirely off-topic.

DecideSKIP
Retro Game Hardware — Recapping a 1990s console$0.002 · EV 2%

Retro console recapping article is entirely off-topic.

Fetch

Agent spend wallet ready: 0x29028Fe1122E17Fe7863A22701e863FE4DaE1aFB (balance sufficient)

Fetch

Reused cached Onchain Micropayments Digest — Per-citation payments weighted by contribution (free) — S1

Fetch

Reused cached Arc Settlement Benchmarks — Measuring x402 settlement latency on Arc (free) — S2

Re-evaluate

Sub-claim "What does "Per-citation payments weighted by contribution" m…": 60% covered by S1 — S1 explains the mechanism: each cited source is paid in proportion to its contribution to the final answer, heavily-relied-upon sources earn more, lightly-used earn less, weighted nanopayments enable granular settlement, and multi-author works can split a single reward. This directly answers the meaning of the phrase. However, it does not explicitly tie this to 'Keryx' by name, so the Keryx-specific framing is only implied by the shared terminology rather than confirmed.

Re-evaluate

Sub-claim "What does "Per-citation payments weighted by contribution" r…": 0% covered — Neither S1 nor S2 mentions gas at all. S1 discusses weighted nanopayments and settlement practicality but never addresses gas costs or gas implications. S2 discusses settlement latency and finality on Arc, not gas. No supplied passage answers what the phrase reveals about gas.

Re-evaluate

The gas sub-claim is entirely uncovered (0.0). The only affordable skipped source plausibly relevant to payment settlement mechanics is 'Web Payments Review — How long do x402 payments take to finalize?' at $0.002, which may touch on settlement costs/timing but is not guaranteed to address gas. Other skipped sources are off-topic (fraud, crypto law, gardening, retro hardware, etc.) and would not fill the gas gap. Budget is $0.02, so this single low-cost source fits; however, even it may not directly answer the gas question, so coverage may remain partial.

Re-evaluate

Filling gap — buying Web Payments Review — How long do x402 payments take to finalize? ($0.002)…

Re-evaluate

Paid $0.002 to Web Payments Review — How long do x402 payments take to finalize? (settled 14fdd7fb-5…) — S3

Sufficiency

Final check — "What does "Per-citation payments weighted by contribution" m…": 70% assessed by S1

Sufficiency

Final check — "What does "Per-citation payments weighted by contribution" r…": 0% assessed

Sufficiency

Final coverage assessment — The question asks what the phrase 'Per-citation payments weighted by contribution' reveals about gas. The only source that addresses the phrase's meaning is S1, which explains that payments are proportional to each source's contribution and that 'weighted nanopayments make this granular settlement practical.' However, S1 never mentions gas, gas costs, gas fees, or any relationship between weighted per-citation payments and gas. S2 and S3 discuss settlement latency and finality but do not address per-citation weighted payments or gas. Therefore the first sub-claim is partially answered (meaning of the payment model), while the second sub-claim about what it reveals about gas is not answered at all. The assessment does not establish a complete supported answer for every requested part.

Synthesize

Synthesizing a grounded answer from 3 source(s)…

Evidence

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

Evidence

Verified — S1 supports claim 1 at 70%: “A fair model pays each cited source in proportion to its contribution to the final answer.”

Evidence

Verified — S1 supports claim 1 at 70%: “Heavily-relied-upon sources earn more; lightly-used ones earn less.”

Evidence

Verified — S1 supports claim 1 at 40%: “Weighted nanopayments make this granular settlement practical, and multi-author works can split a single reward across contributors automati…”

Synthesize

Drafted answer citing 1 source(s)

Verdict

Confidence: Low — 1 sub-claim remains below the evidence threshold.

Attribute

Onchain Micropayments Digest contributed 100% → reward $0.02

Settle

Settled $0.012 citation reward → Mara Okoye (5ad5d424-2…)

Settle

Settled $0.008 citation reward → Devin Park (ffdfdb56-e…)

Done

Done. Spent $0.022 across 3 confirmed/simulated payment(s) to creators.

§ IIIThe settlementweighted · USDC on Arc
100%
100%
1

Onchain Micropayments Digest

batched

100%$0.012
2

Onchain Micropayments Digest

batched

100%$0.008
§ IIThe reading1 cited
Lowconfidence1 sub-claim remains below the evidence thresholddeep researchpreview plan 2/2 claimsportfolio 2/2 · evidence 50%

> ⚠ Low confidence — 1 sub-claim remains below the evidence threshold within budget. Treat this as provisional.

The phrase "Per-citation payments weighted by contribution" describes a payment model in which each cited source is paid in proportion to how much it contributed to the final answer, so heavily-relied-upon sources earn more while lightly-used ones earn less . This weighting is made practical by weighted nanopayments, and multi-author works can automatically split a single reward across contributors .

Regarding what this reveals about gas: the provided sources do not support any claim about gas. The passages in S1 describe the weighting and settlement mechanics but never mention gas, and S2 and S3 discuss settlement latency and finality rather than gas costs. Therefore the gas aspect of this question remains unanswered by the supplied material.

Evidence ledger — quotes verified before rewards

  1. What does "Per-citation payments weighted by contribution" mean in Keryx's citation payment context?

    70%
    A fair model pays each cited source in proportion to its contribution to the final answer. [S1] Per-citation payments weighted by contribution
    Heavily-relied-upon sources earn more; lightly-used ones earn less. [S1] Per-citation payments weighted by contribution
    Weighted nanopayments make this granular settlement practical, and multi-author works can split a single reward across contributors automatically. [S1] Per-citation payments weighted by contribution
  2. What does "Per-citation payments weighted by contribution" reveal about gas?

    0%

    No reward-qualifying evidence

Footnotes — each one pays its author

Helpful?
Spent$0.022
To creators100%
Decisions0 bought · 2 cached · 18 skipped
llm:deepseek:deepseek-v4-flash (fallback from llm:mimo:mimo-v2.5)

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.

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.

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