KERYX
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Trong tài liệu Keryx, câu 'The USDC source budget is separate from model and search operating costs' giới hạn source cap như thế nào?

Lowconfidence— Each summary sentence is tied to a verbatim excerpt and model-checked; completeness and independent factual correctness remain unverified. Evidence assessment: 1 evidence-verified source cover every sub-claim, but corroboration or support strength is limited

· llm:deepseek:deepseek-v4-pro

§ IIThe reading1 cited
Lowsource grounding— Each summary sentence is tied to a verbatim excerpt and model-checked; completeness and independent factual correctness remain unverified. Evidence assessment: 1 evidence-verified source cover every sub-claim, but corroboration or support strength is limiteddeep researchpreview plan 1/1 claimsportfolio 2/2 · evidence 50%

> ⚠ Low confidence — Each summary sentence is tied to a verbatim excerpt and model-checked; completeness and independent factual correctness remain unverified. Evidence assessment: 1 evidence-verified source cover every sub-claim, but corroboration or support strength is limited. Treat this as provisional.

Model-written summary with sentence-level citations. Each sentence is followed by the verbatim source text it was checked against; sentences without a qualifying excerpt were removed.

Research target 1

Requested topic (unverified): “Trong tài liệu Keryx, câu 'The USDC source budget is separate from model and search operating costs' giới hạn source cap như thế nào?”

The USDC source budget is separate from model and search operating costs, so it limits only source spending and not those operating costs. Source text: “The USDC source budget is separate from model and search operating costs.”

The agent cannot spend more than the source cap amount on one question. Source text: “The agent cannot spend more than this amount on one question.”

Summary sentences are model-written and model-checked, not independently verified; they claim no more than their excerpts and are not a complete synthesis. Excerpts establish source grounding, not that a source is correct. Source statements may be wrong or conflicting. Payment states remain in the separate receipt.

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 tài liệu Keryx, câu 'The USDC source budget is separate from model and search operating costs' giới hạn source cap như thế nào?”

    90% estimated
    “The USDC source budget is separate from model and search operating costs.” [S1] Keryx — AI research with cited evidence
    “The agent cannot spend more than this amount on one question.” [S1] Keryx — AI research with cited evidence
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 tài liệu Keryx, câu 'The USDC source budget is separate from model and search operating costs' giới hạn source cap như thế nào?

    2 recorded excerpts remain.

    Inspect remaining excerpts

    “The USDC source budget is separate from model and search operating costs.”

    S1 · keryx.cc · Keryx — AI research with cited evidence · version 7e865d39af0664285f9fcf3de2529b67eec753d903369a4ca90068e8a466244c

    “The agent cannot spend more than this amount on one question.”

    S1 · keryx.cc · Keryx — AI research with cited evidence · version 7e865d39af0664285f9fcf3de2529b67eec753d903369a4ca90068e8a466244c

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] Keryx — AI research with cited evidencePublication: keryx.ccPublished: Not recorded
Trong tài liệu Keryx, câu 'The USDC source budget is separate from model and search operating costs' giới hạn source cap như thế nào?Recorded excerpt
Inspect 2 excerpts
The USDC source budget is separate from model and search operating costs.
The agent cannot spend more than this amount on one question.

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

Helpful?

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Spent$0.005
To creators100%
Decisions1 bought · 1 cached · 40 skipped
llm:deepseek:deepseek-v4-prolive on Arc mainnet
Decision log · 69 steps
§ IThe decision$0.005 settled / $0.05
10%$Amount unavailable under cap
Decompose

Breaking down: "Trong tài liệu Keryx, câu 'The USDC source budget is separate from model and search operating costs' giới hạn source cap như thế nào?"

Decompose

Identified 1 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: 1/1 planned queries attempted, 1 succeeded, 10 public page previews/leads, 0 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)

Pre-check

Claim-aware portfolio (exhaustive; bounded selection, not a claim of global optimality) selected 2/2 positive proposal(s): 1 free/cache selections + 1 paid fresh selections, predicting 1/1 claim(s) above the evidence floor with $0.005000/$0.025000 fetch USDC reserved.

Pre-check

Free-preview pre-check maps an actionable source to every sub-claim (1/1); paid reading may proceed within the budget.

DecideCACHE
Keryx — citations are currency$0 · EV 80%

Direct Keryx homepage snippet mentions source cap 0.050 USDC and budget separation; original page likely contains the exact statement. - 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).

DecideBUY
Keryx owner release notes — first-party validation — Keryx 0.27.57$0.005 · EV 60%

Official Keryx release notes may document budget separation, but excerpt does not mention it; low cost warrants inspection. — selected for the claim-aware evidence portfolio (targets claim 1; $0.005000 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 source budget limits. - 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 paper is unrelated to Keryx source budget limits. - free public feed reference; no purchase or creator reward.

DecideSKIP
Chip Huyen - What I learned from looking at 900 most popular open source AI tools$0 · EV 0%

Open source AI tools article is unrelated to Keryx source budget limits. - 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 is unrelated to Keryx source budget limits. - 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 heritage roundtable is unrelated to Keryx source budget limits. - 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 is unrelated to Keryx source budget limits. - 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%

DOAJ open access reclaiming is unrelated to Keryx source budget limits. - free public feed reference; no purchase or creator reward.

DecideSKIP
Docker - Docker and CNCF partner on an open spec for agent permissions$0 · EV 0%

Docker agent permissions spec is unrelated to Keryx source budget limits. - 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 is unrelated to Keryx source budget limits. - free public feed reference; no purchase or creator reward.

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

RecSys and search LLM techniques are unrelated to Keryx source budget limits. - free public feed reference; no purchase or creator reward.

DecideSKIP
The Go Blog - //go:fix inline and the source-level inliner$0 · EV 0%

Go source-level inliner is unrelated to Keryx source budget limits. - free public feed reference; no purchase or creator reward.

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

Federated learning privacy is unrelated to Keryx source budget limits. - free public feed reference; no purchase or creator reward.

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

LLM autonomous agents article is unrelated to Keryx source budget limits. - free public feed reference; no purchase or creator reward.

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

Microsoft Quine biology system is unrelated to Keryx source budget limits. - free public feed reference; no purchase or creator reward.

DecideSKIP
Netlify - How we built Git storage for millions of Netlify projects$0 · EV 0%

Netlify Git storage is unrelated to Keryx source budget limits. - free public feed reference; no purchase or creator reward.

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

Ollama decision models are unrelated to Keryx source budget limits. - free public feed reference; no purchase or creator reward.

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

OpenAI Developers plugin is unrelated to Keryx source budget limits. - 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 code linking is unrelated to Keryx source budget limits. - free public feed reference; no purchase or creator reward.

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

PostgreSQL BM25 index is unrelated to Keryx source budget limits. - free public feed reference; no purchase or creator reward.

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

PyTorch agentic inference is unrelated to Keryx source budget limits. - free public feed reference; no purchase or creator reward.

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

Rust 1.99 announcement is unrelated to Keryx source budget limits. - free public feed reference; no purchase or creator reward.

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

Post-training focus is unrelated to Keryx source budget limits. - 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 source budget limits. - 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 is unrelated to Keryx source budget limits. - free public feed reference; no purchase or creator reward.

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

Supabase .NET SDK is unrelated to Keryx source budget limits. - 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 Meta Muse agent is unrelated to Keryx source budget limits. - free public feed reference; no purchase or creator reward.

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

NASA engineering excellence is unrelated to Keryx source budget limits. - free public feed reference; no purchase or creator reward.

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

vLLM serving guide unrelated to Keryx source budget. - free public feed reference; no purchase or creator reward.

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

Wikimedia community meetup unrelated to Keryx source budget. - 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 unrelated to Keryx source budget. - free public feed reference; no purchase or creator reward.

DecideSKIP
Keryx Labs Price, KRX Price, Live Charts, and Marketcap: keryx coin, keryx price, krx coin$0 · EV 0%

Coinbase price page for Keryx token unrelated to source budget. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
How Does USDC Work? 2026 Guide | Support$0 · EV 0%

General USDC guide unrelated to Keryx source budget. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Stablecoin Statistics & Data 2026: All You Need To Know$0 · EV 0%

Stablecoin statistics unrelated to Keryx source budget. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
USDC to CZK - USD Coin to Czech Koruna | Paybis$0 · EV 0%

USDC exchange rate page unrelated to Keryx source budget. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Whale's Insight: Circle -40% In A Month, Will OUSD Replace USDC?$0 · EV 0%

Seeking Alpha article about Circle stock unrelated to Keryx source budget. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
How Crypto Is Taxed in 2026: Capital Gains, Income$0 · EV 0%

Crypto tax guide unrelated to Keryx source budget. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Crypto Tax Guide 2026: IRS Rules, Forms & Rates | Count On Sheep$0 · EV 0%

Crypto tax guide unrelated to Keryx source budget. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
A Primer on Cryptocurrency and Policy Frameworks – KLRD$0 · EV 0%

Cryptocurrency policy primer unrelated to Keryx source budget. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
[PDF] for a us central - bank digital currency system - Biden White House$0 · EV 0%

CBDC technical design PDF unrelated to Keryx source budget. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Keryx Engineering (first-party) — Recovering a Keryx paid research job$0.002 · EV 40%

Cached first-party Keryx engineering doc about paid research jobs may discuss budget mechanics, though preview focuses on recovery. — cached content is free, but this read does not clear the attention gate (EV 0.40, minimum 0.45, with a required claim target).

Fetch

Agent spend wallet ready: 0x9e88d16c3ecb07b9e84df13ef38dd6b673bd285c (balance sufficient)

Fetch

READ Keryx — citations are currency - selected original public page, 0 USDC; not a cache hit.

Fetch

Read extracted public text from https://keryx.cc/ - S1; quote matching establishes source grounding, not fact verification.

Fetch

Paying $0.005 toll to read Keryx owner release notes — first-party validation — Keryx 0.27.57…

Fetch

Paid $0.005 to Keryx owner release notes — first-party validation — Keryx 0.27.57 (settled a7d83783-d…) — S2

Sufficiency

Sub-claim "Trong tài liệu Keryx, câu 'The USDC source budget is separat…": 100% covered by S1

Sufficiency

The question asks how the sentence 'The USDC source budget is separate from model and search operating costs' limits the source cap in the Keryx document. S1 contains the sentence and surrounding context. The passage at S1 (1431-1760) states: 'The agent cannot spend more than this amount on one question. Choose 0 for free sources without source purchases or creator rewards. Model and search costs remain separate.' and 'The USDC source budget is separate from model and search operating costs.' This directly explains that the source cap limits only source purchases and creator rewards, while model and search costs are not counted against it. No other source addresses this. The answer is fully supported.

Re-evaluate

All sub-claims already well-covered (sufficiency passed with 0 gaps) — skipping re-evaluation to save latency.

Sufficiency

Final check — "Trong tài liệu Keryx, câu 'The USDC source budget is separat…": 100% assessed by S1

Sufficiency

Final coverage assessment — The question asks how the sentence 'The USDC source budget is separate from model and search operating costs' limits the source cap in the Keryx document. S1 contains the sentence and surrounding context. The passage at S1 (1431-1760) states: 'The agent cannot spend more than this amount on one question. Choose 0 for free sources without source purchases or creator rewards. Model and search costs remain separate.' and 'The USDC source budget is separate from model and search operating costs.' This directly explains that the source cap limits only source purchases and creator rewards, while model and search costs are not counted against it. No other source addresses this. The answer is fully supported.

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

Delivering 2 summary sentence(s), each tied to one checked verbatim excerpt; complete synthesis remains unverified.

Evidence

Source-matched public excerpt (no creator reward) — S1, research target 1, proposed support 90% (estimate, not entailment): “The USDC source budget is separate from model and search operating costs.”

Evidence

Source-matched public excerpt (no creator reward) — S1, research target 1, proposed support 80% (estimate, not entailment): “The agent cannot spend more than this amount on one question.”

Synthesize

Prepared a sentence-cited summary from 1 source(s)

Verdict

Confidence: Low — Each summary sentence is tied to a verbatim excerpt and model-checked; completeness and independent factual correctness remain unverified. Evidence assessment: 1 evidence-verified source cover every sub-claim, but corroboration or support strength is limited.

Attribute

keryx.cc contributed 100% - 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.

Done

Done. Spent $0.005 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
2026-10-13T09:45:59.376Z

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

1 scored exact-version purchases from 1 recorded BUY decisions; 0 BUY decisions unscored. 0 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
0%

0 cited purchases / 1 scored purchases. A citation is an observed use, not an expert support or quality verdict.

Recorded access cost of uncited purchases
0.005 USDC

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
0.6–0.810.60%
0.8–10UnmeasuredUnmeasured
Scored exact-version observations
  • Source
    0x814192240e30b9ea872f6f713163b5ec1f5b8dd9071a7b11fcbaf3ebd79a9b7e
    Item
    be5618bd-e69e-4700-9b91-10f99bb51476
    Content version
    sha256:6fb5d5fa494a512e657bcad1a35a36bf8aeb88ac84c18297439d4b0999cd075b
    Recorded predicted value (0–1)
    0.6
    Recorded settled access
    0.005 USDC
    Recorded settled citation rewards
    0 USDC
    Recorded citation contribution
    0%

    Not cited

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
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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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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