KERYX
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Receipt ghi tiền trả nguồn của Keryx có đủ để xác định toàn bộ chi phí model và search cho request đó không?

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: Có 3 yêu cầu nghiên cứu vẫn dưới ngưỡng bằng chứng

· llm:deepseek:deepseek-v4-pro

§ IIThe reading2 cited
Lowsource grounding— 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: Có 3 yêu cầu nghiên cứu vẫn dưới ngưỡng bằng chứngdeep researchpreview plan 4/4 claimsportfolio 4/7 · 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: Có 3 yêu cầu nghiên cứu vẫn dưới ngưỡng bằng chứng. 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): “Receipt ghi tiền trả nguồn của Keryx chứa những thông tin gì?”

Receipt ghi tiền trả nguồn của Keryx chứa thông tin về gói ban đầu, giới hạn người tạo, tổng đã trả và yêu cầu. Nguyên văn nguồn: “The completed job must match the original package, creator cap, paid total and request.”

Receipt có mã băm SHA-256 chuẩn và được liên kết với câu hỏi gốc cùng câu trả lời trả về. Nguyên văn nguồn: “The client checks the portable receipt's canonical SHA-256 digest and binds it to the original question and returned answer.”

Yêu cầu nghiên cứu 2

Chủ đề yêu cầu (chưa xác minh): “Chi phí model cho một request được xác định như thế nào?”

Thiếu bằng chứng: chưa có trích đoạn đủ điều kiện cho yêu cầu này.

Yêu cầu nghiên cứu 3

Chủ đề yêu cầu (chưa xác minh): “Chi phí search cho một request được xác định như thế nào?”

Chi phí search được tính cho từng cụm từ tìm kiếm riêng lẻ mà khách hàng thực hiện. Nguyên văn nguồn: “Bạn sẽ bị tính phí cho từng cụm từ tìm kiếm riêng lẻ mà bạn thực hiện.”

Thiếu bằng chứng: đánh giá ghi nhận vẫn dưới ngưỡng hỗ trợ cho yêu cầu này.

Yêu cầu nghiên cứu 4

Chủ đề yêu cầu (chưa xác minh): “Receipt ghi tiền trả nguồn của Keryx có bao gồm đầy đủ chi phí model và search cho request đó không?”

Trích đoạn nguồn:

  • “The completed job must match the original package, creator cap, paid total and request.”

Thiếu bằng chứng: đánh giá ghi nhận vẫn dưới ngưỡng hỗ trợ cho yêu cầu này.

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.

Việc cần làm để hoàn thiện kết quả

Các bước dưới đây là hướng dẫn tiếp tục; lượt này chưa tự thực hiện chúng. Chúng không thay đổi bằng chứng hoặc trạng thái thanh toán đã ghi.

  • “Giá của Gemini Developer API Gemini API Google AI for Developers”: bản trích xuất đã bị cắt. Đọc phần còn thiếu của đúng phiên bản trước khi kết luận về toàn bộ tài liệu; giữ bản đã lưu để đối chiếu.

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): “Receipt ghi tiền trả nguồn của Keryx chứa những thông tin gì?”

    40% estimated
    “The completed job must match the original package, creator cap, paid total and request.” [S1] Recovering a Keryx paid research job
    “The client checks the portable receipt's canonical SHA-256 digest and binds it to the original question and returned answer.” [S1] Recovering a Keryx paid research job

  2. Requested topic (unverified): “Chi phí model cho một request được xác định như thế nào?”

    0% estimated

    No qualifying excerpt recorded

  3. Requested topic (unverified): “Chi phí search cho một request được xác định như thế nào?”

    0% estimated
    “Bạn sẽ bị tính phí cho từng cụm từ tìm kiếm riêng lẻ mà bạn thực hiện.” [S4] Giá của Gemini Developer API | Gemini API | Google AI for Developers

  4. Requested topic (unverified): “Receipt ghi tiền trả nguồn của Keryx có bao gồm đầy đủ chi phí model và search cho request đó không?”

    0% estimated
    “The completed job must match the original package, creator cap, paid total and request.” [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 target already had no inspectable excerpts.

  1. Receipt ghi tiền trả nguồn của Keryx chứa những thông tin gì?

    2 recorded excerpts remain.

    Inspect remaining excerpts

    “The completed job must match the original package, creator cap, paid total and request.”

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

    “The client checks the portable receipt's canonical SHA-256 digest and binds it to the original question and returned answer.”

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

  2. Chi phí model cho một request được xác định như thế nào?

    No inspectable excerpts in the original report.

  3. Chi phí search cho một request được xác định như thế nào?

    1 recorded excerpt remain.

    Inspect remaining excerpts

    “Bạn sẽ bị tính phí cho từng cụm từ tìm kiếm riêng lẻ mà bạn thực hiện.”

    S4 · google.dev · Giá của Gemini Developer API | Gemini API | Google AI for Developers · version 2fa4fe1c0e5aac00cd39dafb7c44325dcc11e8870af785e5cc38a42581fa83db

  4. Receipt ghi tiền trả nguồn của Keryx có bao gồm đầy đủ chi phí model và search cho request đó không?

    1 recorded excerpt remain.

    Inspect remaining excerpts

    “The completed job must match the original package, creator cap, paid total and request.”

    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[S4] Giá của Gemini Developer API | Gemini API | Google AI for DevelopersPublication: google.devPublished: Not recorded
Receipt ghi tiền trả nguồn của Keryx chứa những thông tin gì?Recorded excerpt
Inspect 2 excerpts
The completed job must match the original package, creator cap, paid total and request.
The client checks the portable receipt's canonical SHA-256 digest and binds it to the original question and returned answer.
No excerpt recorded
Chi phí model cho một request được xác định như thế nào?No inspectable excerpt recordedNo excerpt recordedNo excerpt recorded
Chi phí search cho một request được xác định như thế nào?Recorded excerptNo excerpt recorded
Inspect 1 excerpt
Bạn sẽ bị tính phí cho từng cụm từ tìm kiếm riêng lẻ mà bạn thực hiện.
Receipt ghi tiền trả nguồn của Keryx có bao gồm đầy đủ chi phí model và search cho request đó không?Recorded excerpt
Inspect 1 excerpt
The completed job must match the original package, creator cap, paid total and request.
No excerpt recorded

Reference export

2 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$0.0175
To creators100%
Decisions0 bought · 4 cached · 52 skipped
llm:deepseek:deepseek-v4-prolive on Arc mainnet
Decision log · 92 steps
§ IThe decision$0.0175 settled / $0.05
35%$0.0325 under cap
Decompose

Breaking down: "Receipt ghi tiền trả nguồn của Keryx có đủ để xác định toàn bộ chi phí model và search cho request đó không?"

Decompose

Identified 4 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: 5/5 planned queries attempted, 4 succeeded, 24 public page previews/leads, 1 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 54 free public reference(s)

Pre-check

Claim-aware portfolio (exhaustive; bounded selection, not a claim of global optimality) selected 4/7 positive proposal(s): 4 free/cache selections + 0 paid fresh selections, predicting 4/4 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 (4/4); paid reading may proceed within the budget.

DecideCACHE
Keryx Engineering (first-party) — Recovering a Keryx paid research job$0.002 · EV 60%

First-party Keryx engineering documentation on paid research jobs likely explains how model and search costs are recorded and whether receipts include them, relevant to targets 0, 1, 2, and 3. — selected for the claim-aware evidence portfolio (targets claims 1, 2, 3, 4; 0 fetch USDC, 1 attention slot).

DecideCACHE
Keryx owner release notes — first-party validation — Keryx v0.27.63$0.005 · EV 50%

Official Keryx release notes may describe receipt contents or cost calculation changes, potentially relevant to targets 0, 1, 2, and 3. — selected for the claim-aware evidence portfolio (targets claims 1, 2, 3, 4; 0 fetch USDC, 1 attention slot).

DecideCACHE
GitHub - Keryx-Labs/keryx-miner: A high-performance miner for Keryx · GitHub$0 · EV 70%

Keryx miner GitHub repository may contain escrow/receipt logic relevant to what a Keryx receipt records, potentially addressing target 0. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — selected for the claim-aware evidence portfolio (targets claim 1; 0 fetch USDC, 1 attention slot).

DecideCACHE
Giá của Gemini Developer API  |  Gemini API  |  Google AI for Developers$0 · EV 60%

Gemini API pricing page may explain how model costs are determined, relevant to target 1. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — selected for the claim-aware evidence portfolio (targets claim 2; 0 fetch USDC, 1 attention slot).

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

About arXiv rate limit policy; unrelated to Keryx receipts or model/search costs. - 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%

About gold prices and geopolitics; unrelated to Keryx receipts or model/search costs. - free public feed reference; no purchase or creator reward.

DecideSKIP
Chip Huyen - Agents$0 · EV 0%

General AI agents article; no mention of Keryx receipts or cost 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; unrelated to Keryx receipts or model/search costs. - 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%

Open heritage roundtable; unrelated to Keryx receipts or model/search costs. - free public feed reference; no purchase or creator reward.

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

Private AI compute memory; unrelated to Keryx receipts or model/search costs. - free public feed reference; no purchase or creator reward.

DecideSKIP
Directory of Open Access Journals - Paradise Lost, Knowledge Regained: Jan Erik Frantsvåg on reclaiming open access (Part 1)$0 · EV 0%

Open access advocate interview; unrelated to Keryx receipts or model/search costs. - 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 event; unrelated to Keryx receipts or model/search costs. - 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; unrelated to Keryx receipts or model/search costs. - free public feed reference; no purchase or creator reward.

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Eugene Yan - AI Engineer 2025 - Improving RecSys & Search with LLM techniques$0 · EV 0%

RecSys and search LLM techniques; no mention of Keryx receipts or cost accounting. - free public feed reference; no purchase or creator reward.

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

Go 1.27 release notes; unrelated to Keryx receipts or model/search costs. - free public feed reference; no purchase or creator reward.

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

Federated learning privacy; unrelated to Keryx receipts or model/search costs. - free public feed reference; no purchase or creator reward.

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

LLM autonomous agents; no mention of Keryx receipts or cost accounting. - free public feed reference; no purchase or creator reward.

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Microsoft Research - Introducing Quine: An AI research system designed for the complexity of biology$0 · EV 0%

Quine biology AI system; unrelated to Keryx receipts or model/search costs. - free public feed reference; no purchase or creator reward.

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

OpenAI WebMCP challenge; unrelated to Keryx receipts or model/search costs. - free public feed reference; no purchase or creator reward.

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

Ollama decision models; unrelated to Keryx receipts or model/search costs. - free public feed reference; no purchase or creator reward.

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

OpenAI Developers plugin; unrelated to Keryx receipts or model/search costs. - free public feed reference; no purchase or creator reward.

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

OpenAlex software citation; unrelated to Keryx receipts or model/search costs. - free public feed reference; no purchase or creator reward.

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PostgreSQL - pgx-bm25 1.0: BM25 ranked full-text search as a native PostgreSQL index$0 · EV 0%

PostgreSQL BM25 extension; unrelated to Keryx receipts or model/search costs. - free public feed reference; no purchase or creator reward.

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PyTorch - Session-Aware Agentic Inference with NVIDIA Dynamo$0 · EV 0%

NVIDIA Dynamo agentic inference; unrelated to Keryx receipts or model/search costs. - free public feed reference; no purchase or creator reward.

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

Rust 1.99 release notes; unrelated to Keryx receipts or model/search costs. - free public feed reference; no purchase or creator reward.

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

Post-training LLMs; unrelated to Keryx receipts or model/search costs. - free public feed reference; no purchase or creator reward.

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

Spotify Technology announcement; unrelated to Keryx receipts or model/search costs. - free public feed reference; no purchase or creator reward.

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

Stripe stablecoin OUSD; unrelated to Keryx receipts or model/search costs. - free public feed reference; no purchase or creator reward.

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Supabase - Getting started with the Supabase .NET SDK$0 · EV 0%

Supabase .NET SDK; unrelated to Keryx receipts or model/search costs. - free public feed reference; no purchase or creator reward.

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

Meta Muse agent with Tailscale; unrelated to Keryx receipts or model/search costs. - free public feed reference; no purchase or creator reward.

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

NASA engineering excellence; unrelated to Keryx receipts or model/search costs. - free public feed reference; no purchase or creator reward.

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

vLLM disaggregated serving guide is unrelated to Keryx receipts or model/search cost determination. - free public feed reference; no purchase or creator reward.

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Wikimedia Diff - Inaugural Wikimedia Kimaragang Online Meetup: Strengthening Community, Empowering Digital Knowledge$0 · EV 0%

Wikimedia community meetup article has no relevance to Keryx receipts or cost accounting. - free public feed reference; no purchase or creator reward.

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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 does not address Keryx receipt contents or model/search cost breakdown. - free public feed reference; no purchase or creator reward.

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cách tính phí của lambda mà không phải ai cũng biết$0 · EV 0%

Facebook post about Lambda pricing is unrelated to Keryx receipts or model/search costs. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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Hình thức tính chi phí chạy Google Adwords hoạt động thế nào?$0 · EV 0%

Google AdWords cost calculation article is irrelevant to Keryx receipt contents or model/search cost determination. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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[ANN] KERYX | Live ON-CHAIN AI Inference | Proof of Model | GPU PoW | 10 BPS$0 · EV 60%

Bitcointalk Keryx announcement may discuss on-chain inference and payment/receipt mechanics, potentially relevant to target 0. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — 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.

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Bảng Giá và Chi Phí Sử Dụng OpenAI API Tháng 10/2023$0 · EV 0%

OpenAI API pricing document is not specific to Keryx and does not address receipt contents or search costs. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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Cách tính chi phí trong Google Ads$0 · EV 0%

Google Ads cost calculation article is unrelated to Keryx receipts or model/search costs. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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API Free Gemini 2.5 Pro bị hỏng? Thay đổi đối với hạn ...$0 · EV 0%

Gemini API free tier article does not address Keryx receipt contents or search cost determination. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Receipt là gì? Các loại hóa đơn phổ biến hiện nay cần biết$0 · EV 0%

General receipt definition article is not specific to Keryx and does not explain model/search cost inclusion. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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Mỗi câu trả lời của Google AI tốn kém bao nhiêu?$0 · EV 0%

Google AI answer cost article is not about Keryx receipts or search cost determination. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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Giới thiệu về việc đo lường kết quả tìm kiếm tự nhiên và có ...$0 · EV 0%

Google Ads measurement article is unrelated to Keryx receipts or model/search costs. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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Sinh viên lãnh hóa đơn Google Cloud $55444.78 sau khi ...$0 · EV 0%

Google Cloud billing story is not about Keryx receipts or model/search cost determination. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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Transaction Receipt: Dấu vết sau khi giao dịch hoàn tất ...$0 · EV 0%

Instagram transaction receipt post is not specific to Keryx and does not address model/search costs. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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Giới hạn và hạn mức đối với các yêu cầu API$0 · EV 0%

Google Analytics API limits article is unrelated to Keryx receipts or model/search costs. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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Chi Phí Quảng Cáo Trên Website Gồm Những Loại Nào Và Tính Toán Ngân Sách Digital Marketing Ra Sao$0 · EV 0%

Digital marketing cost article is not about Keryx receipts or model/search cost determination. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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API key AI rẻ nhất: Nơi tìm thấy các model dưới một đô la$0 · EV 0%

Cheap AI API key article does not address Keryx receipt contents or search costs. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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Keryx-old (KRX) Mining Calculator & Profitability$0 · EV 50%

Keryx mining calculator page may contain reward/payment details relevant to what a Keryx receipt records, potentially addressing target 0. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — 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.

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Thuê GPT so với xây dựng AI của riêng bạn: Chi phí thực ...$0 · EV 0%

GPT vs custom AI cost article is unrelated to Keryx receipts or search cost determination. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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Dịch vụ Quảng cáo Google Ads 4 triệu/tháng | Cam kết KPI 2026$0 · EV 0%

Google Ads service pricing article is not about Keryx receipts or model/search costs. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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Hướng dẫn cách lấy API Key của Google Gemini [2026]$0 · EV 60%

Gemini API key guide explains token-based model cost calculation, relevant to target 1. - free public original-page READ selection (not a cache hit); no purchase or creator reward. — 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
Các nghiệp vụ hoàn trả số đã thu, thu hồi số ... - MIMOSA Online$0 · EV 0%

MISA accounting refund article is unrelated to Keryx receipts or model/search costs. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Google Gemini có cung cấp API miễn phí không? Nếu ...$0 · EV 0%

Reddit Gemini API free tier thread does not address Keryx receipts or search cost determination. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Google Ads (AdWords)—chi phí và doanh thu quảng cáo$0 · EV 0%

The page is about Google Ads cost data in AppsFlyer, unrelated to Keryx receipts or model/search costs. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Gemini API thu phí, cách dùng Nano Banana Pro giá rẻ bị ...$0 · EV 0%

The page discusses Gemini API pricing, not Keryx receipts or model/search cost determination. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

Fetch

Agent spend wallet ready: 0x9e88d16c3ecb07b9e84df13ef38dd6b673bd285c (balance sufficient)

Fetch

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

Fetch

Reused cached Keryx owner release notes — first-party validation — Keryx v0.27.63 (free) — S2

Fetch

READ GitHub - Keryx-Labs/keryx-miner: A high-performance miner for Keryx · GitHub - selected original public page, 0 USDC; not a cache hit.

Fetch

Read extracted public text from https://github.com/Keryx-Labs/keryx-miner - S3; quote matching establishes source grounding, not fact verification.

Fetch

READ Giá của Gemini Developer API  |  Gemini API  |  Google AI for Developers - selected original public page, 0 USDC; not a cache hit.

Fetch

Read extracted public text from https://ai.google.dev/gemini-api/docs/pricing?hl=vi - S4; quote matching establishes source grounding, not fact verification.

Re-evaluate

Attention budget is full at 4 source(s); no broader context will be purchased.

Sufficiency

Final check — "Receipt ghi tiền trả nguồn của Keryx chứa những thông tin gì…": 40% assessed by S1

Sufficiency

Final check — "Chi phí model cho một request được xác định như thế nào?": 0% assessed

Sufficiency

Final check — "Chi phí search cho một request được xác định như thế nào?": 0% assessed

Sufficiency

Final check — "Receipt ghi tiền trả nguồn của Keryx có bao gồm đầy đủ chi p…": 0% assessed

Sufficiency

Final coverage assessment — S1 is the only source that directly describes the Keryx receipt and its contents. It states the receipt reports evidence coverage separately and that buyers should inspect the research result and its economics, but it does not specify what line items the receipt contains. No source explains how model cost or search cost for a request is determined. Therefore, the receipt's contents are only partially described, and the question of whether it includes full model and search costs cannot be answered from the supplied passages. The assessment does not establish a complete supported answer for every requested part.

Synthesize

Synthesizing a grounded answer from 4 source(s)…

Evidence

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

Evidence

Cung cấp 3 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 80% (estimate, not entailment): “The completed job must match the original package, creator cap, paid total and request.”

Evidence

Source-matched reward-eligible excerpt — S1, research target 1, proposed support 70% (estimate, not entailment): “The client checks the portable receipt's canonical SHA-256 digest and binds it to the original question and returned answer.”

Evidence

Below support/reward gate — S3, research target 2, proposed support 10% (estimate, not entailment): “The model is loaded on demand when a request arrives and cached between requests.”

Evidence

Source-matched public excerpt (no creator reward) — S4, research target 3, proposed support 50% (estimate, not entailment): “Bạn sẽ bị tính phí cho từng cụm từ tìm kiếm riêng lẻ mà bạn thực hiện.”

Evidence

Source-matched reward-eligible excerpt — S1, research target 4, proposed support 50% (estimate, not entailment): “The completed job must match the original package, creator cap, paid total and request.”

Evidence

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

Synthesize

Đã chuẩn bị tóm tắt có trích dẫn từng câu từ 2 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: Có 3 yêu cầu nghiên cứu vẫn dưới ngưỡng bằng chứng.

Attribute

Keryx Engineering (first-party) contributed 70% - reward $0.0175

Attribute

google.dev contributed 30% - free public reference; reward share withheld

Settle

Keryx operating fee withheld: reviewed authority, unclaimed-source proof or funding capacity is unavailable. The answer remains available.

Settle

Settled $0.0175 citation reward → 0x3d609eF127094624cC434aAd5A9fAcA0851dAa2D (16155591-a…)

Done

Done. Spent $0.0175 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
Manage question privacy

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
2026-10-13T10:21:57.195Z

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 outcomesPurchase outcomes across recent reports

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

Dispatch
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
Dispatch
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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.
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Để viết playbook tích hợp Keryx vào automation, hãy đọc bài 'How Keryx pays cited creators' của nguồn đã đăng ký Keryx Engineering (first-party). Viết bằng tiếng Việt 3 gạch đầu dòng: phí đọc khác citation reward thế nào; một lần đọc đã trả phí có bảo đảm tác giả được thưởng không; citation đã được thưởng có bảo đảm câu hỏi được trả lời đầy đủ không. Dẫn trích đoạn thật, ghi phiên bản tài liệu và phạm vi first-party. Tổng cap nguồn và reward 0.05 USDC sponsored.
1 source cited$0.0300 recorded creator rewards
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