Archived dispatch

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

Lowconfidence2 sub-claims remain below the evidence threshold

9/24/2026, 7:53:37 PM · llm:mimo:mimo-v2.5 + llm:deepseek:deepseek-v4-flash on 1 step

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 3 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 3/3 positive proposal(s): 3 cached + 0 fresh, predicting 3/3 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 (3/3); paid reading may proceed within the budget.

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

Onchain Micropayments Digest is the only candidate whose preview directly matches the question: 'Per-citation payments weighted by contribution: Reward sources in proportion to how much they grounded an answer.' Its tags (micropayments, nanopayments, batching, gas) and 55% citation rate on this subject make it the strongest free reuse for defining the mechanism and its gas/batching implications. — selected for the claim-aware evidence portfolio (targets claims 1, 2, 3; 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 throughput on Arc, which bears on how gas/settlement overhead is managed for many small per-citation payouts (claim 1). Cached, so free to reuse. — selected for the claim-aware evidence portfolio (targets claim 2; 0 fetch USDC, 1 attention slot).

DecideCACHE
Keryx Engineering (first-party) — Recovering a Keryx paid research job$0.002 · EV 50%

Keryx Engineering's first-party notes on citation rewards and buyer recovery describe the reward mechanism behind per-citation payments, giving context for claim 0, though it is first-party and only 25% cited. Cached, so free. — selected for the claim-aware evidence portfolio (targets claim 1; 0 fetch USDC, 1 attention slot).

DecideSKIP
Web Payments Review — How long do x402 payments take to finalize?$0.002 · EV 35%

Web Payments Review covers end-to-end x402 settlement timing, tangentially relevant to gas/settlement cost management for per-citation payments, but its low reputation (2/100) and narrow timing focus limit value. Cached, so reuse is 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
Agent Economy Weekly — x402 turns HTTP 402 into an agent payment rail$0.004 · EV 40%

Agent Economy Weekly explains x402 as an agent payment rail, useful background for how per-citation payments are settled inline, though it does not address gas weighting directly. Cached and decent reputation (47%). — 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
Stablecoin Ledger — Why USDC settles instantly onchain$0.003 · EV 10%

Stablecoin Ledger only covers USDC instant onchain settlement; it says nothing about per-citation weighting or gas costs, so it cannot support any subclaim.

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

Distributed Systems Notes covers idempotency keys for retries, not per-citation weighting or gas accounting; no subclaim is supported.

DecideSKIP
Garden & Soil Monthly — Building a no-dig raised bed$0.002 · EV 0%

Gardening content on no-dig raised beds is wholly unrelated to per-citation payments or gas.

DecideSKIP
Retro Game Hardware — Recapping a 1990s console$0.002 · EV 0%

Retro console recapping is unrelated to the question despite its high past citation rate on other subjects.

DecideSKIP
Stripe Blog — What Stripe data shows about fraud at AI startups$0.002 · EV 5%

Stripe fraud data at AI startups does not address per-citation weighting or gas mechanics.

DecideSKIP
Ethereum Foundation Blog — The triage is the product: running AI agents against Ethereum's protocol code$0.002 · EV 10%

Ethereum Foundation post on AI agents triaging protocol code is about security review workflow, not payment weighting or gas.

DecideSKIP
Cointelegraph.com News — Does the Bitcoin rally mean we haven’t wasted our lives in crypto?$0.002 · EV 5%

Cointelegraph commentary on the Bitcoin rally is off-topic for per-citation payment weighting and gas; also uncached and low relevance.

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

Latent.Space on ontologies for agents is about constraining probabilistic agents, not per-citation payment weighting or gas costs.

DecideSKIP
Simon Willison's Weblog — Jev introduces a new shape of LLM - System One, aka Decision Models$0.003 · EV 5%

Metadata-only Simon Willison post on a new LLM shape has no retrievable text and no bearing on per-citation gas mechanics.

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

Hugging Face agent-building post is metadata-only and unrelated to per-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 5%

Coinbase's WSJ rebuttal concerns proprietary trading allegations, unrelated to per-citation weighting or gas.

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

Decrypt's Russia crypto-law story is about trading legality, not per-citation payment 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's dollar-euro onchain gap piece concerns stablecoin market structure, not per-citation weighting or gas costs.

DecideSKIP
Inner Axiom — The Codex — The Esoteric Teachings of the Planet Isis$0.002 · EV 0%

Esoteric astrology content is entirely unrelated to the question.

DecideSKIP
Conzit Labs — Four Innovations That Transformed My System Checks$0.002 · EV 5%

Conzit Labs' system-check tips are generic and unrelated to per-citation weighting or gas.

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

Fetch

Reused cached Keryx Engineering (first-party) — Recovering a Keryx paid research job (free) — S3

Re-evaluate

Sub-claim "What does 'Per-citation payments weighted by contribution' m…": 90% covered by S1 — S1 directly explains the concept as paying each cited source in proportion to its contribution, with weighted nanopayments enabling granular settlement. The passage provides a clear definition, though it does not explicitly mention 'Keryx,' the term is central to the context.

Re-evaluate

Sub-claim "How are gas fees calculated or managed for per-citation paym…": 0% covered — No supplied passage discusses gas fee calculation or management for these payments. S2 addresses settlement latency, S1 covers payment weighting, and S3 focuses on job recovery, none of which mention gas.

Re-evaluate

Sub-claim "What are the implications of weighting by contribution for g…": 0% covered — No source provides information on how weighting affects gas efficiency or costs. The passages do not link contribution weighting to gas-related implications.

Re-evaluate

Coverage is insufficient for sub-claims 2 and 3 (gas fees and implications), but no skipped sources address these topics; they focus on unrelated areas like settlement timing, USDC, or general crypto news. Buying any would not fill the gap.

Sufficiency

Final check — "What does 'Per-citation payments weighted by contribution' m…": 60% assessed by S1

Sufficiency

Final check — "How are gas fees calculated or managed for per-citation paym…": 0% assessed

Sufficiency

Final check — "What are the implications of weighting by contribution for g…": 0% assessed

Sufficiency

Final coverage assessment — The provided sources do not directly address gas fees or their implications for per-citation payments weighted by contribution. S1 explains the general concept of per-citation payments weighted by contribution but does not mention gas or Keryx specifically. S2 discusses settlement latency on Arc but not in the context of per-citation payments or gas fees. S3 covers buyer recovery in Keryx but not gas-related aspects. Therefore, only sub-claim 1 receives partial coverage from S1, while sub-claims 2 and 3 have no support. 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 90%: “A fair model pays each cited source in proportion to its contribution to the final answer.”

Evidence

Verified — S1 supports claim 1 at 85%: “Heavily-relied-upon sources earn more; lightly-used ones earn less.”

Synthesize

Drafted answer citing 1 source(s)

Verdict

Confidence: Low — 2 sub-claims remain below the evidence threshold.

Attribute

Onchain Micropayments Digest contributed 100% → reward $0.02

Settle

Settled $0.012 citation reward → Mara Okoye (fb061aa2-0…)

Settle

Settled $0.008 citation reward → Devin Park (d035a481-c…)

Done

Done. Spent $0.02 across 2 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
Lowconfidence2 sub-claims remain below the evidence thresholddeep researchpreview plan 3/3 claimsportfolio 3/3 · evidence 33%

> ⚠ Low confidence — 2 sub-claims remain below the evidence threshold within budget. Treat this as provisional.

The term "Per-citation payments weighted by contribution" refers to a model where each cited source is paid in proportion to its contribution to the final answer . Heavily-relied-upon sources earn more, while lightly-used ones earn less . However, the provided sources do not discuss how gas fees are calculated or managed for these per-citation payments, nor do they address any implications for gas efficiency or costs. Therefore, based solely on the given sources, no information is revealed about gas.

Evidence ledger — quotes verified before rewards

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

    60%
    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
  2. How are gas fees calculated or managed for per-citation payments weighted by contribution?

    0%

    No reward-qualifying evidence

  3. What are the implications of weighting by contribution for gas efficiency or costs in these payments?

    0%

    No reward-qualifying evidence

Footnotes — each one pays its author

Helpful?
Spent$0.02
To creators100%
Decisions0 bought · 3 cached · 18 skipped
llm:mimo:mimo-v2.5 + llm:deepseek:deepseek-v4-flash on 1 step

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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