How can creators get paid when AI agents cite their work?

Archived dispatch

Lowconfidence— Contains synthetic demo material; its measurements cannot support factual conclusions.

9/15/2026, 5:48:03 AM · llm:deepseek:deepseek-v4-flash

§ IIThe reading1 cited

Lowconfidence— Contains synthetic demo material; its measurements cannot support factual conclusions.deep researchpreview plan 2/2 claimsportfolio 2/3 · evidence 50%

Illustrative demo content: synthetic sources and measurements are not factual research evidence. Source provenance and payment status are separate; inspect the receipt for settled, pending or simulated payments. Settlement does not authenticate a source's claims.

Creators can get paid when AI agents cite their work through a two-part mechanism described in Keryx's first-party engineering documentation: the cost of opening source content is separated from the reward for citing it . An access toll purchases a read through the source's x402 endpoint, while a citation reward is a separate payment considered after the answer is written and its evidence checked . Notably, cached content can avoid a new access toll while still contributing to an answer and qualifying for a citation reward, and a paid read does not guarantee a citation reward . The agent divides the research budget into an access budget and a citation pool using the configured citation-pool ratio, and source selection also respects an attention limit . The reasoning model proposes which sources to BUY, SKIP or read from CACHE, but its proposals do not directly authorize unlimited spending .

On how Keryx pays content access tolls and distributes USDC creator rewards according to cited contributions: 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 . 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 . When no citation qualifies, the citation pool stays unspent, while access tolls already settled remain paid . The receipt distinguishes settled and pending payment records . A Circle transfer reference is not automatically an explorer transaction hash or proof of completed on-chain batch finality, and receipt integrity verifies that the receipt content has not changed but does not prove independent customer demand or factual correctness .

Regarding x402 as the underlying rail: x402 revives the dormant HTTP 402 'Payment Required' status as a real payment rail, where a server responds 402 with machine-readable payment requirements and the client signs a payment authorization and retries, so agents can pay per request with no accounts or API keys, discovering and purchasing data autonomously at runtime. However, the sources do not specify the exact on-chain settlement mechanics, batch finality procedures, or the precise formula by which contribution weights are resolved into micro-USDC amounts; those implementation details remain gaps in the supplied passages.

Evidence ledger — recorded source excerpts

Research targets are unverified topics. Coverage is an estimate of excerpt support, not proof of entailment, factual truth or a complete answer.

Requested topic (unverified): “How can creators get paid when AI agents cite their work?”
40% estimated
“A citation reward is a separate payment considered after the answer is written and its evidence checked.” [S1] How Keryx pays cited creators
Requested topic (unverified): “How does Keryx pay content access tolls and distribute USDC creator rewards according to cited contributions?”
60% estimated
“Keryx resolves those weights and allocates the citation pool using integer micro-USDC amounts.” [S1] How Keryx pays cited creators
“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

What if a source were missing?

Temporarily leave out one source to see which research targets retain excerpts in this report.

Inspect without

Showing the original excerpt ledger.

How can creators get paid when AI agents cite their work?
1 recorded excerpt remain.
Inspect remaining excerpts
“A citation reward is a separate payment considered after the answer is written and its evidence checked.”
S1 · Keryx Engineering (first-party) · How Keryx pays cited creators · version sha256:f254c14408c3e9e9a7773d4e31a9f4bc98ff58b630ffcbc870f6b5262f0fb561
How does Keryx pay content access tolls and distribute USDC creator rewards according to cited contributions?
2 recorded excerpts remain.
Inspect remaining excerpts
“Keryx resolves those weights and allocates the citation pool using integer micro-USDC amounts.”
S1 · Keryx Engineering (first-party) · How Keryx pays cited creators · version sha256:f254c14408c3e9e9a7773d4e31a9f4bc98ff58b630ffcbc870f6b5262f0fb561
“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 · Keryx Engineering (first-party) · How Keryx pays cited creators · version sha256:f254c14408c3e9e9a7773d4e31a9f4bc98ff58b630ffcbc870f6b5262f0fb561

Targets are requested topics, not verified assertions. Excerpts do not prove truth or independent corroboration. This view keeps the answer, confidence and payments unchanged and makes no new requests.

Research evidence matrix

Compare unverified research targets 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 do not prove entailment, measured accuracy or complete synthesis.

Research target by cited source evidence matrix
Research target (unverified)	Inspection status	[S1] How Keryx pays cited creatorsPublication: Keryx Engineering (first-party)Published: 2026-09-08T00:00:00.000Z
How can creators get paid when AI agents cite their work?	Recorded excerpt	Inspect 1 excerpt A citation reward is a separate payment considered after the answer is written and its evidence checked.
How does Keryx pay content access tolls and distribute USDC creator rewards according to cited contributions?	Recorded excerpt	Inspect 2 excerpts Keryx resolves those weights and allocates the citation pool using integer micro-USDC amounts. 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.

Reference export

1 article references. Recorded titles, links and dates; observed scholarly records also include supplied authors, DOI and journal metadata with read limits. Review metadata before using in a paper. Import RIS into Zotero with File → Import.

Cited sources and references

1How Keryx pays cited creatorsKeryx Engineering (first-party) · 2026-09-08100%$0.025 planned

Spent$0.025

To creators100%

Decisions0 bought · 2 cached · 19 skipped

llm:deepseek:deepseek-v4-flashArc Testnet · historical

Decision log · 50 steps

§ IThe decision$0.025 settled / $0.05

50%$0.025 under cap

Decompose

Breaking down: "How can creators get paid when AI agents cite their work?"

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 2/3 positive proposal(s): 2 cached + 0 fresh, predicting 2/2 claim(s) above the evidence floor with $0.000000/$0.025000 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 directly answers claim 1: access tolls, citation rewards, exact-quote evidence checks, contribution weights and settlement limits. Full text (3473 bytes), cached at $0.002, and 50% citation rate with avg weight 1.0 on this subject — the single most on-point source for how creators get paid when agents cite them. — selected for the claim-aware evidence portfolio (targets claims 1, 2; 0 fetch USDC, 1 attention slot).

DecideCACHE

Agent Economy Weekly — x402 turns HTTP 402 into an agent payment rail$0.004 · EV 75%

Agent Economy Weekly explains x402 turning HTTP 402 into an agent payment rail — the mechanism by which an agent pays a toll when it accesses/cites content. Highest reputation on this subject (58/100, 80% citation rate, avg weight 0.73). Cached, cheap, supports claim 0. — selected for the claim-aware evidence portfolio (targets claims 1, 2; 0 fetch USDC, 1 attention slot).

DecideSKIP

Stablecoin Ledger — Stablecoins as the unit of account for agents$0.003 · EV 55%

Stablecoin Ledger covers USDC as the unit of account for agent budgets and onchain settlement, relevant to how creator rewards are denominated and paid out. Solid reputation (34/100, 53% citation rate). Cached at $0.003; supports claim 1. — the claim-aware portfolio chose a stronger, less redundant set inside the 4-source attention and $0.025000 fetch-budget caps, so this proposal stays unspent.

DecideSKIP

Arc Settlement Benchmarks — Measuring x402 settlement latency on Arc$0.003 · EV 40%

Arc Settlement Benchmarks measures x402 batched-settlement latency/finality on Arc — directly relevant to whether citation tolls and USDC creator payouts actually settle. Cached, $0.003, supports claim 1. — 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

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

Web Payments Review gives end-to-end x402 settlement timing, a cheaper complement to the Arc benchmarks for the payout-settlement question in claim 1. Cached at $0.002. — 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

Onchain Micropayments Digest — Nanopayments and the $0.000001 floor$0.005 · EV 35%

Onchain Micropayments Digest on nanopayments and the $0.000001 floor addresses whether per-citation creator payouts are economically viable at sub-cent scale. Cached, $0.005; supports claim 1. — 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

Stripe Blog — Giving agents the ability to pay$0.002 · EV 20%

Stripe Blog's agent-payments piece (Link wallet, SPT, Issuing for agents) is topically adjacent but about agents spending from a wallet, not paying cited creators; Stripe Blog has been read 3 times on this subject and never cited. Cached and cheap, but no preview link to either claim.

DecideSKIP

Cointelegraph.com News — Coinbase lets businesses accept USDC payments from AI agents$0.002 · EV 20%

Cointelegraph's Coinbase USDC-from-AI-agents item is about merchants accepting agent payments, not creator citation compensation; Cointelegraph has only an 11% citation rate here. Abstract is thin (151 bytes) and does not support either claim.

DecideSKIP

Decrypt — Binance Opens the Door to AI Agents That Can Trade Crypto for You$0.002 · EV 15%

Decrypt's Binance Agent OS story is about agents trading crypto, unrelated to paying creators for citations; Decrypt's reputation here is low (8/100). No target claim supported.

DecideSKIP

CoinDesk: Bitcoin, Ethereum, Crypto News and Price Data — Bitcoin and Ether bears get decimated amid 'squeeze-led' rally and Musk's X wants to pay creators in stablecoins: Crypto week in 5 stories$0.002 · EV 15%

CoinDesk weekly roundup mentions X paying creators in stablecoins, but it is a broad news digest with only a 208-byte abstract and 18% citation rate; too thin and indirect to justify a read for either claim.

DecideSKIP

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

Ethereum Foundation post is about running AI agents against protocol code, not creator compensation; EF Blog has been read 3 times on this subject and never cited. No target claim supported.

DecideSKIP

Latent.Space — React for Agents: Astro Creator Brings Hooks to his Meta-Harness, Flue$0.004 · EV 15%

Latent.Space has high reputation (52/100, avg weight 0.96), but this specific piece is about Flue 2 agent hooks/harnesses, not citation payments to creators. Full text is available, yet the preview shows no link to either claim, so it cannot authorize a read.

DecideSKIP

The Coinbase Blog - Medium — Coinbase Cloud launches platform for web3 developers$0.003 · EV 10%

Coinbase Cloud's 2022 web3 developer platform launch predates the agent-citation payment question and covers blockchain API access, not creator rewards. No target claim supported.

DecideSKIP

Distributed Systems Notes — Idempotency keys prevent double-spends$0.003 · EV 5%

Distributed Systems Notes on idempotency keys is generic infrastructure; it does not address how creators get paid for agent citations. No target claim supported.

DecideSKIP

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

Gardening article on no-dig raised beds is entirely off-topic for agent citation payments. No target claim supported.

DecideSKIP

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

Retro console recapping is unrelated to creator compensation or agent payments. No target claim supported.

DecideSKIP

Inner Axiom — The Codex — The Pleiades, the Seven Sisters in Taurus and Orion$0.002 · EV 0%

Esoteric mythology piece on the Pleiades has no bearing on the question. No target claim supported.

DecideSKIP

Simon Willison's Weblog — There's No Limit to How Bad Code Can Get$0.003 · EV 10%

Simon Willison post is metadata_only with 0 plaintext bytes and an unrelated title about code quality; cannot support either claim, and paying for a title alone is not justified.

DecideSKIP

Hugging Face - Blog — Nemotron 3.5 Content Safety: Customizable Multimodal Safety for Global Enterprise AI$0.003 · EV 10%

Hugging Face Nemotron content-safety post is metadata_only with 0 plaintext bytes and concerns model safety, not creator citation payments. No target claim supported.

DecideSKIP

Vitalik Buterin's website — Low-risk defi can be for Ethereum what search was for Google$0.004 · EV 15%

Vitalik's low-risk DeFi essay is metadata_only (0 plaintext bytes) and about DeFi's role for Ethereum, not creator compensation for agent citations. No target claim supported.

DecideSKIP

Conzit Labs — Hank Green's AI Apology: A Content Creator's Reflection$0.002 · EV 15%

Conzit piece on Hank Green's AI apology touches creator authenticity but not payment mechanisms for agent citations; 104-byte abstract and no target claim supported.

Fetch

Agent spend wallet ready: 0x72449d71ea6a955aD4d4d22C2fDAcdFCA622b9BE (balance sufficient)

Fetch

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

Fetch

Reused cached Agent Economy Weekly — x402 turns HTTP 402 into an agent payment rail (free) — S2

Re-evaluate

Sub-claim "How can creators get paid when AI agents cite their work?": 80% covered by S1 — S1 directly answers the general mechanism: creators are paid via a separate citation reward (distinct from access tolls), funded by a citation pool split from the research budget, allocated in micro-USDC to sources accepted by the evidence ledger based on resolved contribution weights, with payment calls using the source's authoritative payment terms. It also notes cached content can earn a citation reward and that no qualifying citation leaves the pool unspent. Small gap: the general question is answered only through the Keryx-specific mechanism; no broader/alternative creator-payment models are covered.

Re-evaluate

Sub-claim "How does Keryx pay content access tolls and distribute USDC …": 85% covered by S1 — S1 explicitly covers both parts: access tolls purchase a read through the source's x402 endpoint (separate from citation rewards), and citation rewards are distributed by resolving model-proposed contribution weights, allocating the citation pool in integer micro-USDC to evidence-ledger-accepted sources, then paying via the source's authoritative payment terms. Minor gaps: exact ratio/config values, the precise weight-resolution formula, and final on-chain settlement confirmation details are not specified (S1 notes a Circle transfer reference is not proof of on-chain finality).

Re-evaluate

Coverage for both sub-claims is already adequate (0.8 and 0.85) via S1, which directly answers the payment mechanism and the access-toll vs. citation-reward distribution. The skipped sources concern x402 settlement latency, nanopayment floors, agent wallets/trading, and unrelated topics; none would materially fill the small remaining gaps (weight-resolution formula, config values, on-chain finality), so no purchase is warranted under the frugality constraint.

Sufficiency

Final check — "How can creators get paid when AI agents cite their work?": 100% assessed by S1

Sufficiency

Final check — "How does Keryx pay content access tolls and distribute USDC …": 100% assessed by S1

Sufficiency

Final coverage assessment — S1 directly answers both sub-claims: it explains that creators are paid through access tolls via x402 endpoints and separate citation rewards allocated from a citation pool in integer micro-USDC amounts, with payment calls using the source's authoritative payment terms. S2 provides only general x402 payment-rail context and does not address Keryx's citation reward distribution. No requested part remains missing.

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 30%: “Keryx separates the cost of opening source content from the reward for citing it.”

Evidence

Verified — S1 supports claim 1 at 40%: “A citation reward is a separate payment considered after the answer is written and its evidence checked.”

Evidence

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

Evidence

Verified — S1 supports claim 2 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

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 $0.025

Settle

Paid $0.025 citation reward → 0x6644A7C63C559454e77D5834554DCa3a60fcFDA2; Circle confirmed settlement even though the paid route acknowledgement failed.

Done

Done. Spent $0.025 across 1 confirmed/simulated payment(s) to creators.

Read checkpoints

Read checkpoint evidence is unavailable for this report. Historical, private and unsupported native runs are not reconstructed.

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.

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Recorded purchase outcomes

Did the exact article versions bought for this answer appear in its citations? This view scores retained BUY decisions against payment observations recorded in the same dispatch trace.

Recorded settlement bookkeeping only; Circle and chain settlement have not been independently rechecked here.

This is a partial retained trace sample, not a full payment ledger. An absent matching payment does not prove that no payment occurred; excluded and unconfirmed costs remain unknown.

Recorded network: eip155:5042002
Dispatch recorded at: 2026-09-14T22:48:03.856Z

Frozen testnet archive, captured 2026-10-03T00:26:18.665Z. This is historical testnet evidence, separate from current mainnet activity.

Archive source commit: f9dca8d04f4657abbf0153175feec65728ba6a99
Archive database SHA-256: c5d9c0d2bf01099de526d7510321eabd1b0e3519f2792d40b61e49062d766272

Participant cohort: unknown. No outside-customer usage is inferred.

0 scored exact-version purchases from 0 recorded BUY decisions; 0 BUY decisions unscored. 1 of 1 trace payment observations excluded.

Each unique source + item + content version with positive matching recorded settled access counts once. Duplicate BUYs, missing identities, zero/unconfirmed access and incompatible payment observations cannot create a scored purchase. CACHE and SKIP decisions are outside this sample.

Exact-version citation hit rate: Unmeasured
Recorded access cost of uncited purchases: Unmeasured

Predicted value and observed citations

Bins compare the recorded predicted value with citation occurrence in this one dispatch. Small samples do not validate a probability model.

Value band	Predicted mean (0–1)	Citation rate
0–0.2	Unmeasured	Unmeasured
0.2–0.4	Unmeasured	Unmeasured
0.4–0.6	Unmeasured	Unmeasured
0.6–0.8	Unmeasured	Unmeasured
0.8–1	Unmeasured	Unmeasured

Missed value, cost per supported claim, budget alternatives and counterfactual outcomes are unmeasured. No extra reading or learning was performed.

View outcome JSON Download outcomes

A new follow-up runs on Arc mainnet with today’s sources and budget. Only the historical question supplies context.

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

DispatchOct 9, 2026

Tôi cần viết hướng dẫn an toàn cho đồng nghiệp khi mua báo cáo Keryx. Đọc bài "Recovering a Keryx paid research job" từ Keryx Engineering (first-party). Viết bằng tiếng Việt tối đa 4 gạch đầu dòng: khi POST bị timeout phải giữ lại gì; dùng job ID cũ để xem kết quả thế nào; vì sao GET trả 404 chưa đủ kết luận thanh toán thất bại; phải giữ recovery file riêng tư ra sao. Dẫn trích đoạn đúng của bài, phân biệt hướng dẫn tài liệu với một giao dịch đã được kiểm chứng. Tổng phí nguồn/reward tối đa 0.08 USDC.

1 source cited$0.0400 recorded creator rewards

DispatchOct 11, 2026

Đọc bài 'Recovering a Keryx paid research job' của nguồn đã đăng ký Keryx Engineering (first-party). Chỉ trả lời câu hỏi này bằng tiếng Việt: khi đã có một job nhưng không giữ được response có Circle reference, vì sao trạng thái thanh toán và creator accounting phải giữ là chưa xác nhận thay vì tự ghi bằng 0? Dẫn trích đoạn thật của bài và giữ phạm vi phiên bản tài liệu.

1 source cited$0.0250 recorded creator rewards

DispatchOct 11, 2026

Đọc bài 'Recovering a Keryx paid research job' của nguồn đã đăng ký Keryx Engineering (first-party). Chỉ trả lời câu hỏi này bằng tiếng Việt: vì sao job identifier và recovery journal cần được giữ riêng tư, không đăng công khai hoặc đặt trong thư mục dùng chung? Dẫn trích đoạn đúng của bài và giữ phạm vi phiên bản tài liệu.

1 source cited$0.0250 recorded creator rewards

DispatchOct 8, 2026

Tôi đang tích hợp client mua research của Keryx và cần xử lý trường hợp thanh toán xong nhưng request bị timeout. Hãy đọc bài "Recovering a Keryx paid research job" của nguồn đã đăng ký "Keryx Engineering (first-party)". Viết bằng tiếng Việt một checklist ngắn: thông tin nào cần lưu trước khi trả tiền, cách lấy lại đúng job đã mua sau timeout, và khi nào phải dừng để đối soát thay vì ký hoặc mua lại. Dẫn các trích đoạn thực tế từ bài, ghi rõ đây là tài liệu first-party và không khẳng định đã chạy quy trình. Tôi chấp nhận tối đa 0.05 USDC cho tổng phí truy cập nguồn và citation rewards của câu hỏi này; không mua thêm gói research hay tạo thanh toán mua hàng thứ hai.

1 source cited$0.0250 recorded creator rewards

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