KERYX
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Archived dispatch

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.

Lowconfidence— Mỗi câu tóm tắt gắn với một trích đoạn nguyên văn và đã qua kiểm tra bằng mô hình; chưa xác minh tính đầy đủ hoặc tính đúng đắn độc lập. Đánh giá bằng chứng: 1 nguồn đã qua kiểm tra bằng chứng bao phủ mọi yêu cầu, nhưng mức xác nhận hoặc hỗ trợ vẫn hạn chế

10/11/2026, 9:46:37 AM · llm:deepseek:deepseek-v4-pro

§ IIThe reading1 cited
Lowconfidence— Mỗi câu tóm tắt gắn với một trích đoạn nguyên văn và đã qua kiểm tra bằng mô hình; chưa xác minh tính đầy đủ hoặc tính đúng đắn độc lập. Đánh giá bằng chứng: 1 nguồn đã qua kiểm tra bằng chứng bao phủ mọi yêu cầu, nhưng mức xác nhận hoặc hỗ trợ vẫn hạn chếdeep researchpreview plan 2/2 claimsportfolio 2/2 · evidence 50%

> ⚠ Độ tin cậy thấp — Mỗi câu tóm tắt gắn với một trích đoạn nguyên văn và đã qua kiểm tra bằng mô hình; chưa xác minh tính đầy đủ hoặc tính đúng đắn độc lập. Đánh giá bằng chứng: 1 nguồn đã qua kiểm tra bằng chứng bao phủ mọi yêu cầu, nhưng mức xác nhận hoặc hỗ trợ vẫn hạn chế. Kết quả chưa hoàn chỉnh.

Tóm tắt do mô hình viết, trích dẫn theo từng câu. Sau mỗi câu là nguyên văn đoạn nguồn mà câu đó đã được đối chiếu; câu không có trích đoạn đủ điều kiện đã bị loại.

Yêu cầu nghiên cứu 1

Chủ đề yêu cầu (chưa xác minh): “Trong bài 'Recovering a Keryx paid research job' của Keryx Engineering (first-party), vì sao khi đã có một job nhưng không giữ được response có Circle reference, trạng thái thanh toán phải giữ là chưa xác nhận thay vì tự ghi bằng 0?”

Khi không giữ được response có Circle reference, trạng thái thanh toán phải giữ là chưa xác nhận vì nếu thiếu response đó, thanh toán có thể vẫn chưa được xác nhận ngay cả khi đã có một job. Nguyên văn nguồn: “Without that response, payment can remain unconfirmed even when a job exists.”

Yêu cầu nghiên cứu 2

Chủ đề yêu cầu (chưa xác minh): “Trong bài 'Recovering a Keryx paid research job' của Keryx Engineering (first-party), vì sao creator accounting phải giữ là chưa xác nhận thay vì tự ghi bằng 0 khi không giữ được response có Circle reference?”

Creator accounting phải giữ là chưa xác nhận thay vì tự ghi bằng 0 vì các khoản của creator có thể ở trạng thái đã thanh toán, đang chờ hoặc không xác định, và client không được âm thầm biến dữ liệu kế toán bị thiếu thành số 0. Nguyên văn nguồn: “Creator amounts can also be settled, pending or unknown; the client must not silently turn missing accounting into zero.”

Các câu tóm tắt do mô hình viết và mô hình kiểm tra, chưa được xác minh độc lập; chúng không vượt quá nội dung trích đoạn đi kèm và không phải là tổng hợp đầy đủ. Trích đoạn chỉ xác lập mức bám nguồn, không chứng minh tính đúng đắn của nguồn. Nội dung nguồn có thể sai hoặc mâu thuẫn. Trạng thái thanh toán vẫn nằm trong biên nhận riêng.

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.

  1. Requested topic (unverified): “Trong bài 'Recovering a Keryx paid research job' của Keryx Engineering (first-party), vì sao khi đã có một job nhưng không giữ được response có Circle reference, trạng thái thanh toán phải giữ là chưa xác nhận thay vì tự ghi bằng 0?”

    95% estimated
    “Without that response, payment can remain unconfirmed even when a job exists.” [S1] Recovering a Keryx paid research job

  2. Requested topic (unverified): “Trong bài 'Recovering a Keryx paid research job' của Keryx Engineering (first-party), vì sao creator accounting phải giữ là chưa xác nhận thay vì tự ghi bằng 0 khi không giữ được response có Circle reference?”

    95% estimated
    “Creator amounts can also be settled, pending or unknown; the client must not silently turn missing accounting into zero.” [S1] Recovering a Keryx paid research job
What if a source were missing?

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

Showing the original excerpt ledger.

  1. Trong bài 'Recovering a Keryx paid research job' của Keryx Engineering (first-party), vì sao khi đã có một job nhưng không giữ được response có Circle reference, trạng thái thanh toán phải giữ là chưa xác nhận thay vì tự ghi bằng 0?

    1 recorded excerpt remain.

    Inspect remaining excerpts

    “Without that response, payment can remain unconfirmed even when a job exists.”

    S1 · Keryx Engineering (first-party) · Recovering a Keryx paid research job · version sha256:1763a291526f1ffa3c05f2b3a595be71be7607c76a91d866f1a9c9170ae9882e

  2. Trong bài 'Recovering a Keryx paid research job' của Keryx Engineering (first-party), vì sao creator accounting phải giữ là chưa xác nhận thay vì tự ghi bằng 0 khi không giữ được response có Circle reference?

    1 recorded excerpt remain.

    Inspect remaining excerpts

    “Creator amounts can also be settled, pending or unknown; the client must not silently turn missing accounting into zero.”

    S1 · Keryx Engineering (first-party) · Recovering a Keryx paid research job · version sha256:1763a291526f1ffa3c05f2b3a595be71be7607c76a91d866f1a9c9170ae9882e

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] Recovering a Keryx paid research jobPublication: Keryx Engineering (first-party)Published: 2026-09-08T00:00:00.000Z
Trong bài 'Recovering a Keryx paid research job' của Keryx Engineering (first-party), vì sao khi đã có một job nhưng không giữ được response có Circle reference, trạng thái thanh toán phải giữ là chưa xác nhận thay vì tự ghi bằng 0?Recorded excerpt
Inspect 1 excerpt
Without that response, payment can remain unconfirmed even when a job exists.
Trong bài 'Recovering a Keryx paid research job' của Keryx Engineering (first-party), vì sao creator accounting phải giữ là chưa xác nhận thay vì tự ghi bằng 0 khi không giữ được response có Circle reference?Recorded excerpt
Inspect 1 excerpt
Creator amounts can also be settled, pending or unknown; the client must not silently turn missing accounting into zero.

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

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Spent$0.025
To creators100%
Decisions0 bought · 2 cached · 40 skipped
llm:deepseek:deepseek-v4-prolive on Arc mainnet
Decision log · 71 steps
§ IThe decision$0.025 settled / $0.05
50%$0.025 under cap
Decompose

Breaking down: "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."

Decompose

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

Decompose

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

Discover

Web search: 3/3 planned queries attempted, 1 succeeded, 10 public page previews/leads, 2 unavailable queries. Previews and supplied URLs are discovery only. Public reads spend no USDC; model and service operating costs remain separate.

Discover

Discovered 2 verified creator source(s) and 40 free public reference(s)

Discover

Recalled 38 past runs on this subject — how these sources performed when they were available.

Discover

Loaded local scores from recorded citation history on this subject.

Pre-check

Claim-aware portfolio (exhaustive; bounded selection, not a claim of global optimality) selected 2/2 positive proposal(s): 2 free/cache selections + 0 paid fresh selections, 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) — Recovering a Keryx paid research job$0.002 · EV 95%

This is the exact first-party Keryx Engineering article requested, full text cached, directly addresses both targets. — selected for the claim-aware evidence portfolio (targets claims 1, 2; 0 fetch USDC, 1 attention slot).

DecideCACHE
The Archive — cited answers from Keryx · Keryx$0 · EV 80%

Keryx archive page contains cited answers about journaling and resuming Keryx jobs, directly relevant to both targets. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — selected for the claim-aware evidence portfolio (targets claims 1, 2; 0 fetch USDC, 1 attention slot).

DecideSKIP
arXiv - Fair Moderation, Equitable Access, and AI: arXiv’s Updated Rate Limit Policy$0 · EV 0%

arXiv rate limit policy is unrelated to Keryx paid research job recovery or Circle reference accounting. - free public feed reference; no purchase or creator reward.

DecideSKIP
Bank for International Settlements - Chasing El Dorado: gold under shifting geopolitical and financial conditions$0 · EV 0%

BIS gold price research is unrelated to Keryx paid research job recovery or Circle reference accounting. - free public feed reference; no purchase or creator reward.

DecideSKIP
Chip Huyen - Agents$0 · EV 0%

Chip Huyen's agents article is unrelated to Keryx paid research job recovery or Circle reference accounting. - free public feed reference; no purchase or creator reward.

DecideSKIP
Cloudflare Workers - How we rebuilt Cloudflare Workers’ module registry for Node.js compatibility$0 · EV 0%

Cloudflare Workers module registry article is unrelated to Keryx paid research job recovery or Circle reference accounting. - free public feed reference; no purchase or creator reward.

DecideSKIP
Creative Commons - From Reflection to Action: 8 Hot Takes from CC’s Open Heritage Roundtable$0 · EV 0%

Creative Commons open heritage roundtable is unrelated to Keryx paid research job recovery or Circle reference accounting. - free public feed reference; no purchase or creator reward.

DecideSKIP
Google DeepMind - Advancing Private AI Compute with secure, server-side memory$0 · EV 0%

DeepMind private AI compute article is unrelated to Keryx paid research job recovery or Circle reference accounting. - free public feed reference; no purchase or creator reward.

DecideSKIP
Directory of Open Access Journals - Putting the OA Journals Toolkit to work in library publishing$0 · EV 0%

DOAJ OA journals toolkit article is unrelated to Keryx paid research job recovery or Circle reference accounting. - free public feed reference; no purchase or creator reward.

DecideSKIP
Docker - Meet the Ecosystem: Partners and Customers at WeAreDevelopers with Docker$0 · EV 0%

Docker ecosystem article is unrelated to Keryx paid research job recovery or Circle reference accounting. - free public feed reference; no purchase or creator reward.

DecideSKIP
DuckDB - A DuckDB Database with No Data in It$0 · EV 0%

DuckDB view-only mode article is unrelated to Keryx paid research job recovery or Circle reference accounting. - free public feed reference; no purchase or creator reward.

DecideSKIP
Eugene Yan - How to Work and Compound with AI$0 · EV 0%

Eugene Yan's working with AI article is unrelated to Keryx paid research job recovery or Circle reference accounting. - free public feed reference; no purchase or creator reward.

DecideSKIP
The Go Blog - Go 1.27 is released$0 · EV 0%

Go 1.27 release notes are unrelated to Keryx paid research job recovery or Circle reference accounting. - free public feed reference; no purchase or creator reward.

DecideSKIP
Google Research - Toward provably private learning from federated data$0 · EV 0%

Google Research federated learning article is unrelated to Keryx paid research job recovery or Circle reference accounting. - free public feed reference; no purchase or creator reward.

DecideSKIP
Lilian Weng - LLM Powered Autonomous Agents$0 · EV 0%

Lilian Weng's LLM agents article is unrelated to Keryx paid research job recovery or Circle reference accounting. - free public feed reference; no purchase or creator reward.

DecideSKIP
Microsoft Research - One year in: How Microsoft Research Asia – Singapore is advancing research, partnership and talent for real-world impact$0 · EV 0%

Microsoft Research Asia Singapore article is unrelated to Keryx paid research job recovery or Circle reference accounting. - free public feed reference; no purchase or creator reward.

DecideSKIP
Netlify - Compete in OpenAI’s WebMCP Challenge with Netlify$0 · EV 0%

Netlify WebMCP challenge article is unrelated to Keryx paid research job recovery or Circle reference accounting. - free public feed reference; no purchase or creator reward.

DecideSKIP
Ollama - Ollama now supports Jev-style decision models$0 · EV 0%

Ollama Jev-style decision models article is unrelated to Keryx paid research job recovery or Circle reference accounting. - free public feed reference; no purchase or creator reward.

DecideSKIP
OpenAI Developers - OpenAI Developers plugin$0 · EV 0%

OpenAI Developers plugin article is unrelated to Keryx paid research job recovery or Circle reference accounting. - free public feed reference; no purchase or creator reward.

DecideSKIP
OpenAlex - Linking the world’s research to the code it runs on$0 · EV 0%

OpenAlex software citation article is unrelated to Keryx paid research job recovery or Circle reference accounting. - free public feed reference; no purchase or creator reward.

DecideSKIP
PostgreSQL - 2026-10-07: PostgreSQL JDBC 42.7.14 Security update for multiple CVE's$0 · EV 0%

PostgreSQL JDBC security update is unrelated to Keryx paid research job recovery or Circle reference accounting. - free public feed reference; no purchase or creator reward.

DecideSKIP
PyTorch - Evolution of the PyTorch Media Processing Landscape$0 · EV 0%

PyTorch media processing article is unrelated to Keryx paid research job recovery or Circle reference accounting. - free public feed reference; no purchase or creator reward.

DecideSKIP
Rust Blog - Announcing Rust 1.99.0$0 · EV 0%

Rust 1.99.0 announcement is unrelated to Keryx paid research job recovery or Circle reference accounting. - free public feed reference; no purchase or creator reward.

DecideSKIP
Sebastian Raschka - Focusing on Post-Training$0 · EV 0%

Sebastian Raschka post-training article is unrelated to Keryx paid research job recovery or Circle reference accounting. - free public feed reference; no purchase or creator reward.

DecideSKIP
Spotify Engineering - Introducing: Spotify Technology. Proven at Spotify, now yours.$0 · EV 0%

Spotify Technology introduction is unrelated to Keryx paid research job recovery or Circle reference accounting. - free public feed reference; no purchase or creator reward.

DecideSKIP
Stripe Blog - OUSD is now the default stablecoin on Stripe$0 · EV 0%

Stripe OUSD stablecoin article is unrelated to Keryx paid research job recovery or Circle reference accounting. - free public feed reference; no purchase or creator reward.

DecideSKIP
Supabase - Supabase Select 2026 Recap$0 · EV 0%

Supabase Select recap is unrelated to Keryx paid research job recovery or Circle reference accounting. - free public feed reference; no purchase or creator reward.

DecideSKIP
Tailscale - Your agent, your network: How Meta’s Muse agent works with Tailscale$0 · EV 0%

Tailscale article about Meta's Muse agent is unrelated to Keryx paid research job recovery. - free public feed reference; no purchase or creator reward.

DecideSKIP
Vicki Boykis - NASA Elements of Engineering Excellence$0 · EV 0%

NASA engineering excellence article is unrelated to Keryx paid research job recovery. - free public feed reference; no purchase or creator reward.

DecideSKIP
vLLM - Taking vLLM Apart: A Practical Guide to Disaggregated Serving$0 · EV 0%

vLLM disaggregated serving guide is unrelated to Keryx paid research job recovery. - free public feed reference; no purchase or creator reward.

DecideSKIP
Wikimedia Diff - Wikimedia Spain is holding its Annual Conference in Zamora to highlight the value of local knowledge$0 · EV 0%

Wikimedia Spain conference article is unrelated to Keryx paid research job recovery. - free public feed reference; no purchase or creator reward.

DecideSKIP
x402 - Linux Foundation Announces Operational Launch of x402 Foundation to Standardize Internet-Native Payments for AI Agents and Applications$0 · EV 0%

x402 Foundation launch announcement is unrelated to Keryx paid research job recovery. - free public feed reference; no purchase or creator reward.

DecideSKIP
[ANN] KERYX | Live ON-CHAIN AI Inference | Proof of Model | GPU PoW | 10 BPS$0 · EV 0%

Bitcointalk ANN about Keryx on-chain inference is not the first-party documentation on recovering a paid research job. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Keryx — On-Chain AI Inference$0 · EV 0%

Keryx inference oracle page is unrelated to the specific recovery documentation. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Troubled Keryx to lay off 50% of its workforce$0 · EV 0%

PharmaTimes article about Keryx layoffs is a different company and unrelated. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Mine Keryx KRX on Windows — The Complete RTX Nvida setup$0 · EV 0%

YouTube mining tutorial is unrelated to paid research job recovery. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Câu hỏi thường gặp về Ledger Recover Key$0 · EV 0%

Ledger Recover Key FAQ is unrelated to Keryx. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Tôi mở tài khoản Coinbase từ nhiều năm trước rồi... làm ...$0 · EV 0%

Reddit thread about Coinbase private keys is unrelated. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Thẻ ghi nhớ: Chapter 14: QB Questions$0 · EV 0%

Quizlet flashcards are unrelated. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
REVERSE ENGINEERING 🔄 🍀 Bạn đã từng thắc mắc làm ...$0 · EV 0%

Facebook post about reverse engineering is unrelated. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Remote Work Didn't Recede with Pandemic$0 · EV 0%

Boston College remote work article is unrelated. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Keryx owner release notes — first-party validation — Keryx v0.27.23$0.005 · EV 0%

Release notes v0.27.23 are not the requested first-party article on recovering a paid research job.

Fetch

Agent spend wallet ready: 0x9e88d16c3ecb07b9e84df13ef38dd6b673bd285c (balance sufficient)

Fetch

Reused cached Keryx Engineering (first-party) — Recovering a Keryx paid research job (free) — S1

Fetch

READ The Archive — cited answers from Keryx · Keryx - selected original public page, 0 USDC; not a cache hit.

Fetch

Read extracted public text from https://keryx.cc/answers - S2; quote matching establishes source grounding, not fact verification.

Re-evaluate

Sub-claim "Trong bài 'Recovering a Keryx paid research job' của Keryx E…": 90% covered by S1 — Passage S1 states: 'A retained success response with a Circle reference is labeled seller-reported settlement. It is not an independent Circle query or an on-chain finality proof. Without that response, payment can remain unconfirmed even when a job exists.' This directly answers why payment status must remain unconfirmed rather than zero: the response with Circle reference is only seller-reported, not independent proof, so without it payment cannot be confirmed. The passage does not explicitly say 'instead of writing zero', but the phrase 'payment can remain unconfirmed even when a job exists' implies the status is unconfirmed, not zero. The requested reason is covered; only the explicit contrast with zero is slightly implicit.

Re-evaluate

Sub-claim "Trong bài 'Recovering a Keryx paid research job' của Keryx E…": 90% covered by S1 — Passage S1 states: 'Creator amounts can also be settled, pending or unknown; the client must not silently turn missing accounting into zero.' This directly answers why creator accounting must remain unconfirmed rather than zero: the client must not silently turn missing accounting into zero. The passage does not explicitly tie this to the missing Circle reference, but the context of the passage is about the absence of the response with Circle reference, so the reason is covered. The requested part is answered; only the explicit connection to Circle reference is slightly implicit.

Re-evaluate

Both sub-claims are directly answered by the supplied passages from S1. The first claim is covered by the statement that without the response with Circle reference, payment can remain unconfirmed even when a job exists. The second claim is covered by the statement that creator amounts can be settled, pending or unknown, and the client must not silently turn missing accounting into zero. Coverage is high (0.9 each), and no additional sources are needed. The skipped sources are unrelated to this specific question, so no purchase is recommended.

Sufficiency

Final check — "Trong bài 'Recovering a Keryx paid research job' của Keryx E…": 100% assessed by S1

Sufficiency

Final check — "Trong bài 'Recovering a Keryx paid research job' của Keryx E…": 100% assessed by S1

Sufficiency

Final coverage assessment — Câu hỏi yêu cầu giải thích vì sao trạng thái thanh toán và creator accounting phải giữ là chưa xác nhận thay vì tự ghi bằng 0 khi không giữ được response có Circle reference. Nguồn S1 (Keryx Engineering first-party) chứa đoạn trực tiếp: 'Without that response, payment can remain unconfirmed even when a job exists. Creator amounts can also be settled, pending or unknown; the client must not silently turn missing accounting into zero.' Đoạn này trả lời cả hai sub-claim: thanh toán có thể chưa xác nhận dù job tồn tại, và creator accounting không được tự chuyển thành 0 khi thiếu thông tin. S2 không cung cấp nội dung liên quan đến câu hỏi này.

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

Cung cấp 2 câu tóm tắt, mỗi câu gắn với một trích đoạn nguyên văn đã kiểm tra; chưa xác minh được tổng hợp đầy đủ.

Evidence

Source-matched reward-eligible excerpt — S1, research target 1, proposed support 95% (estimate, not entailment): “Without that response, payment can remain unconfirmed even when a job exists.”

Evidence

Source-matched reward-eligible excerpt — S1, research target 2, proposed support 95% (estimate, not entailment): “Creator amounts can also be settled, pending or unknown; the client must not silently turn missing accounting into zero.”

Synthesize

Đã chuẩn bị tóm tắt có trích dẫn từng câu từ 1 nguồn

Verdict

Confidence: Low — Mỗi câu tóm tắt gắn với một trích đoạn nguyên văn và đã qua kiểm tra bằng mô hình; chưa xác minh tính đầy đủ hoặc tính đúng đắn độc lập. Đánh giá bằng chứng: 1 nguồn đã qua kiểm tra bằng chứng bao phủ mọi yêu cầu, nhưng mức xác nhận hoặc hỗ trợ vẫn hạn chế.

Attribute

Keryx Engineering (first-party) contributed 100% - reward $0.025

Settle

Settled $0.025 citation reward → 0x3d609eF127094624cC434aAd5A9fAcA0851dAa2D (fa1850ad-3…)

Done

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

Sign in with the original report owner to review its decisions.

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.

View JSON ↗Download

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
eip155:5042
Dispatch recorded at
2026-10-11T02:46:37.999Z

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

No scored purchases; the hit rate is unmeasured.

Recorded access cost of uncited purchases
Unmeasured

Counts only scored purchases. Descriptive access cost, not causal regret or proof that the purchase was useless.

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 bandPurchasesPredicted mean (0–1)Citation rate
0–0.20UnmeasuredUnmeasured
0.2–0.40UnmeasuredUnmeasured
0.4–0.60UnmeasuredUnmeasured
0.6–0.80UnmeasuredUnmeasured
0.8–10UnmeasuredUnmeasured

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

View outcome JSONDownload outcomes

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

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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.
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Tôi đang đánh giá Keryx để lưu một báo cáo nghiên cứu có trả thưởng cho tác giả. Đọc bài "How Keryx pays cited creators" từ nguồn đăng ký Keryx Engineering (first-party). Giải thích ngắn bằng tiếng Việt vì sao một trích dẫn đã nhận citation reward vẫn có thể chỉ đáp ứng một phần câu hỏi nghiên cứu: quan hệ giữa support, coverage và điều kiện trả thưởng. Dẫn trích đoạn thật từ bài, giữ đúng phạm vi first-party và phiên bản tài liệu. Hiển thị access toll và citation reward riêng. Tôi chấp nhận tối đa 0.08 USDC tổng phí nguồn và thưởng cho đúng câu hỏi này, trong trần test 2 USD hôm nay; không mua gói nghiên cứu riêng trong lượt này.
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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.
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