KERYX
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I am a technical analyst deciding which Keryx release to evaluate for a small startup. Read the registered, verified creator release source associated with https://github.com/tang-vu/keryx/releases.atom. In English, name the newest release tag actually present in the feed and one explicit change stated for that release, with inspectable citations. Explain one compatibility or deployment fact the release entry does not establish. Use the eligible registered creator path within the admitted source/reward budget; disclose actual access and citation payment outcomes separately. Do not treat an unpaid public reference as a creator payment or treat a transfer alone as proof the answer is useful.

Lowconfidence— Only source excerpts are delivered; complete synthesis and per-assertion support remain unverified. Evidence assessment: no citation passed the evidence gate

10/7/2026, 11:19:40 PM · llm:deepseek:deepseek-v4-flash

§ IIThe reading0 cited
Lowconfidence— Only source excerpts are delivered; complete synthesis and per-assertion support remain unverified. Evidence assessment: no citation passed the evidence gatequick researchpreview plan 3/5 claimsportfolio 2/2 · evidence 0%

No supported answer. The read content supplied no qualifying excerpts for the research targets; the draft is withheld as a conclusion.

Research target 1

Requested topic (unverified): “What is the newest release tag actually present in the registered, verified creator release source associated with https://github.com/tang-vu/keryx/releases.atom?”

Evidence gap: no qualifying excerpt for this research target.

Research target 2

Requested topic (unverified): “What is one explicit change stated for that newest release in the registered, verified creator release source associated with https://github.com/tang-vu/keryx/releases.atom?”

Evidence gap: no qualifying excerpt for this research target.

Research target 3

Requested topic (unverified): “What is one compatibility or deployment fact that the release entry for that newest release does not establish?”

Evidence gap: no qualifying excerpt for this research target.

Research target 4

Requested topic (unverified): “What were the actual access outcomes when using the eligible registered creator path within the admitted source/reward budget?”

Evidence gap: no qualifying excerpt for this research target.

Research target 5

Requested topic (unverified): “What were the actual citation payment outcomes when using the eligible registered creator path within the admitted source/reward budget?”

Evidence gap: no qualifying excerpt for this research target.

Excerpts establish source grounding, not factual truth, entailment or whole-paper coverage. Support and coverage are estimates, not certification of a complete answer. Source statements may be wrong or conflicting. Draft conclusions are withheld; inspect the original text and obtain further review. Payment states remain in the separate receipt.

Next steps to complete this research

These are suggested follow-up steps; this run has not performed them. They do not change the recorded evidence or payment state.

- “https://github.com/tang-vu/keryx/releases.atom”: Original text was unavailable. Check the publisher URL and provide an accessible original of the same document; this failure does not establish that the document does not exist.

Supplied original source status

- https://github.com/tang-vu/keryx/releases.atom: Read failed: transport-unavailable.

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): “What is the newest release tag actually present in the registered, verified creator release source associated with https://github.com/tang-vu/keryx/releases.atom?”

    0% estimated

    No qualifying excerpt recorded

  2. Requested topic (unverified): “What is one explicit change stated for that newest release in the registered, verified creator release source associated with https://github.com/tang-vu/keryx/releases.atom?”

    0% estimated

    No qualifying excerpt recorded

  3. Requested topic (unverified): “What is one compatibility or deployment fact that the release entry for that newest release does not establish?”

    0% estimated

    No qualifying excerpt recorded

  4. Requested topic (unverified): “What were the actual access outcomes when using the eligible registered creator path within the admitted source/reward budget?”

    0% estimated

    No qualifying excerpt recorded

  5. Requested topic (unverified): “What were the actual citation payment outcomes when using the eligible registered creator path within the admitted source/reward budget?”

    0% estimated

    No qualifying excerpt recorded

No inspectable non-demo excerpts are recorded for source inspection.

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
What is the newest release tag actually present in the registered, verified creator release source associated with https://github.com/tang-vu/keryx/releases.atom?No inspectable excerpt recorded
What is one explicit change stated for that newest release in the registered, verified creator release source associated with https://github.com/tang-vu/keryx/releases.atom?No inspectable excerpt recorded
What is one compatibility or deployment fact that the release entry for that newest release does not establish?No inspectable excerpt recorded
What were the actual access outcomes when using the eligible registered creator path within the admitted source/reward budget?No inspectable excerpt recorded
What were the actual citation payment outcomes when using the eligible registered creator path within the admitted source/reward budget?No inspectable excerpt recorded
Helpful?
Spent$0.005
To creators100%
Decisions1 bought · 1 cached · 41 skipped
llm:deepseek:deepseek-v4-flashlive on Arc mainnet
Decision log · 76 steps
§ IThe decision$0.005 settled / $0.1
5%$0.095 under cap
Decompose

Breaking down: "I am a technical analyst deciding which Keryx release to evaluate for a small startup. Read the registered, verified creator release source associated with https://github.com/tang-vu/keryx/releases.atom. In English, name the newest release tag actually present in the feed and one explicit change stated for that release, with inspectable citations. Explain one compatibility or deployment fact the release entry does not establish. Use the eligible registered creator path within the admitted source/reward budget; disclose actual access and citation payment outcomes separately. Do not treat an unpaid public reference as a creator payment or treat a transfer alone as proof the answer is useful."

Decompose

Identified 5 research target(s) to investigate; these are not established facts

Decompose

Quick mode: at most 2 paid/cached/public reads, with no marketplace probe or gap-expansion round.

Discover

Supplied source URL https://github.com/tang-vu/keryx/releases.atom admitted as an unread discovery lead. No official authorship or evidence established; a supplied fragment requests a section but only a bounded whole-document read is supported.

Discover

Web search: 2/2 planned queries attempted, 2 succeeded, 12 public page previews/leads, 0 unavailable queries; query text bounded at 500 characters. Previews and supplied URLs are discovery only. Public reads spend no USDC; model and service operating costs remain separate.

Discover

Discovered 1 verified creator source(s) and 42 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 3/5 claim(s) above the evidence floor with $0.005000/$0.050000 fetch USDC reserved.

Pre-check

Free-preview pre-check covers 3/5 sub-claims (60%). The agent may buy only claim-targeted sources and will label the answer provisional if paid evidence stays thin.

DecideCACHE
https://github.com/tang-vu/keryx/releases.atom$0 · EV 85%

This is the caller-supplied original Keryx releases.atom feed; reading it is the most direct way to identify the newest release tag and its stated changes (targets 0-1), though it will not by itself establish payment outcomes. - 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, 3; 0 fetch USDC, 1 attention slot).

DecideBUY
Keryx owner release notes — first-party validation — Keryx v0.27.10$0.005 · EV 80%

Owner-authorized first-party Keryx v0.27.10 release notes directly state a tag and explicit changes (evidence-inspection feature, MCP SDK security pin), addressing targets 0-1 and the release-entry scope of target 2; the $0.005 toll is cheap relative to the directness. — selected for the claim-aware evidence portfolio (targets claims 1, 2, 3; $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 post is unrelated to the Keryx release feed; no target worth investigating. - 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 release tags or changes. - 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 survey does not cover the Keryx release feed. - 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 post is a different project and cannot establish Keryx release facts. - 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 releases. - 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 post does not concern Keryx. - free public feed reference; no purchase or creator reward.

DecideSKIP
Directory of Open Access Journals - Using our new pre-assessment checklist: An invitation to Mexican and Indonesian journals$0 · EV 0%

DOAJ journal checklist is unrelated to the Keryx release feed. - 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/CNCF agent permissions spec is a different subject from Keryx releases. - free public feed reference; no purchase or creator reward.

DecideSKIP
DuckDB - Jev and DuckDB: Plain-English Conditions in SQL$0 · EV 0%

DuckDB Jev SQL article does not cover Keryx release tags or changes. - free public feed reference; no purchase or creator reward.

DecideSKIP
Eugene Yan - Using LLMs to Secure Source Code$0 · EV 0%

LLM source-code security writing is unrelated to the Keryx release feed. - 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 inliner blog post is a different project and cannot answer Keryx release questions. - free public feed reference; no purchase or creator reward.

DecideSKIP
Google Research - Transfer learning for genomic prediction in underrepresented populations$0 · EV 0%

Genomic prediction research is unrelated to Keryx releases. - free public feed reference; no purchase or creator reward.

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

LLM agent overview does not concern the Keryx release feed. - 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 lab update is unrelated to Keryx release tags. - 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 post is a different subject from Keryx releases. - free public feed reference; no purchase or creator reward.

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

Ollama decision-model announcement does not cover the Keryx release feed. - free public feed reference; no purchase or creator reward.

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

OpenAI Developers plugin page is unrelated to Keryx release facts. - free public feed reference; no purchase or creator reward.

DecideSKIP
OpenAlex - When affiliation errors become a research security problem$0 · EV 0%

OpenAlex affiliation-error post does not concern Keryx releases. - free public feed reference; no purchase or creator reward.

DecideSKIP
PostgreSQL - Dasha 1.8: index recommendations, I/O analysis, schema checks and log insights$0 · EV 0%

PostgreSQL Dasha dashboard news is unrelated to the Keryx release feed. - free public feed reference; no purchase or creator reward.

DecideSKIP
PyTorch - Accelerate Your AI Journey with new Introduction Track at PyTorch Conference NA 2026 and PyTorch Associate Training$0 · EV 0%

PyTorch conference/training post cannot establish Keryx release tags or changes. - free public feed reference; no purchase or creator reward.

DecideSKIP
Rust Blog - Rust debugging survey 2026 results$0 · EV 0%

Rust debugging survey is a different project from Keryx. - free public feed reference; no purchase or creator reward.

DecideSKIP
Sebastian Raschka - MiMo-V2.6 Pro Architecture and Training Notes$0 · EV 0%

MiMo-V2.6 Pro architecture notes are unrelated to the Keryx release feed. - free public feed reference; no purchase or creator reward.

DecideSKIP
Spotify Engineering - Why Spotify Is Not Using Bayesian A/B Testing$0 · EV 0%

Spotify Bayesian A/B testing post does not concern Keryx releases. - 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 announcement is unrelated to Keryx release tags or changes. - free public feed reference; no purchase or creator reward.

DecideSKIP
Supabase - Enterprise-managed auth for the Supabase MCP server$0 · EV 0%

Supabase MCP auth post is a different subject from the Keryx release feed. - free public feed reference; no purchase or creator reward.

DecideSKIP
Tailscale - Tailscale PAM beta: Manage connectivity and privileged access in one place$0 · EV 0%

Tailscale PAM beta content is unrelated to Keryx release tags, changes, or creator payment outcomes; no target is worth investigating with this source. - free public feed reference; no purchase or creator reward.

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

NASA engineering essay is unrelated to the Keryx release feed or citation payment outcomes. - 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 concerns a different project and cannot answer Keryx release questions. - free public feed reference; no purchase or creator reward.

DecideSKIP
Wikimedia Diff - Wikimedia Affiliations Committee Has New Officers and Advisors$0 · EV 0%

Wikimedia AffCom leadership post is unrelated to Keryx releases or creator payment outcomes. - 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 concerns HTTP payment standards, not the Keryx release feed; it does not establish Keryx release tags or changes. - free public feed reference; no purchase or creator reward.

DecideSKIP
Releases · ocminer/keryx-miner-supr · GitHub$0 · EV 10%

ocminer/keryx-miner-supr is a different repository (a miner fork) and its 0.14.0 assets do not establish the newest tag in tang-vu/keryx's release feed. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Keryx — On-Chain AI Inference$0 · EV 15%

Keryx whitepaper describes protocol design and hardforks, not the newest release tag or change in the tang-vu/keryx releases feed. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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

Bitcointalk announcement thread is community discussion of the Keryx network, not the registered release feed entry needed for the newest tag and change. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Keryx project files - Launchpad$0 · EV 5%

Launchpad Keryx project files concern an unrelated older project (0.92.5 release notes), not tang-vu/keryx releases. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
GitHub - Keryx-Labs/keryx-miner: A high-performance miner for Keryx · GitHub$0 · EV 15%

Keryx-Labs/keryx-miner README covers miner packaging and CUDA requirements, not the newest release tag or change in the tang-vu/keryx release feed. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Keryx-Labs/keryx-node v1.6.0-PoM on GitHub$0 · EV 20%

NewReleases page tracks Keryx-Labs/keryx-node v1.6.0-PoM, a different repository, so it cannot confirm the newest tag in tang-vu/keryx's feed. - 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 5%

Windows mining tutorial video is unrelated to the Keryx release feed's newest tag and stated changes. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
keryx by tang-vu | Glama$0 · EV 30%

Glama listing for tang-vu/keryx describes the project and payout model but is a third-party directory page, not the release feed entry that names the newest tag and its change. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Tang Vu on X: "Release gate: 661 app tests + 16 contract tests + TypeScript + ESLint + production build. Open source: https://t.co/Eh8KGHPRZn Release: https://t.co/31qKCmFwCm #BuildInPublic #Arc #USDC$0 · EV 35%

Tang Vu's X post mentions Keryx v0.13 and release-gate tests, but a social post is not the registered release feed and cannot establish the newest tag actually present in releases.atom. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
autodev/build/trend-sources.md at main · syshin0116/autodev · GitHub$0 · EV 5%

Unrelated autodev trend-sources file merely lists release atom endpoints; it contains no Keryx release content. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Keryx - AI Agent That Pays Creators per Citation, in USDC on Arc$0 · EV 20%

Keryx demo video describes the citation-payment concept generally, not the newest release tag or explicit change in the tang-vu/keryx release feed. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

Fetch

Agent spend wallet ready: 0x9e88d16c3ecb07b9e84df13ef38dd6b673bd285c (balance sufficient)

Fetch

READ https://github.com/tang-vu/keryx/releases.atom - selected original public page, 0 USDC; not a cache hit.

Fetch

Public page unavailable (transport-unavailable); no evidence admitted. Continuing research.

Fetch

Paying $0.005 toll to read Keryx owner release notes — first-party validation — Keryx v0.27.10…

Fetch

Paid $0.005 to Keryx owner release notes — first-party validation — Keryx v0.27.10 (settled 5776ae41-b…) — S1

Sufficiency

Sub-claim "What is the newest release tag actually present in the regis…": 100% covered by S1

Sufficiency

Sub-claim "What is one explicit change stated for that newest release i…": 100% covered by S1

Sufficiency

Sub-claim "What is one compatibility or deployment fact that the releas…": 80% covered by S1

Sufficiency

Sub-claim "What were the actual access outcomes when using the eligible…": 0% covered

Sufficiency

Sub-claim "What were the actual citation payment outcomes when using th…": 0% covered

Sufficiency

The only supplied source is S1, a creator release-notes excerpt for Keryx v0.27.10. It directly answers the newest release tag and one explicit change, but it does not establish compatibility/deployment facts, and no access or citation-payment outcome evidence is supplied. The assessment does not establish a complete supported answer for every requested part.

Sufficiency

Final check — "What is the newest release tag actually present in the regis…": 100% assessed by S1

Sufficiency

Final check — "What is one explicit change stated for that newest release i…": 100% assessed by S1

Sufficiency

Final check — "What is one compatibility or deployment fact that the releas…": 80% assessed by S1

Sufficiency

Final check — "What were the actual access outcomes when using the eligible…": 0% assessed

Sufficiency

Final check — "What were the actual citation payment outcomes when using th…": 0% assessed

Sufficiency

Final coverage assessment — The only supplied source is S1, a creator release-notes excerpt for Keryx v0.27.10. It directly answers the newest release tag and one explicit change, but it does not establish compatibility/deployment facts, and no access or citation-payment outcome evidence is supplied. The assessment does not establish a complete supported answer for every requested part.

Synthesize

Synthesizing a grounded answer from 1 source(s)…

Evidence

Evidence relevance review unavailable; only qualified excerpts may be delivered, with unsupported prose and rewards withheld.

Evidence

Delivering qualified source excerpts; complete synthesis and per-assertion support remain unverified.

Evidence

Rejected 5 invalid evidence span(s) and 1 unsupported citation marker(s); rejected markers cannot receive citation rewards.

Evidence

No citation passed the evidence gate — the $0.050000 citation pool stays unspent; settled access tolls still stand.

Synthesize

Prepared source excerpts citing 0 source(s); complete synthesis is unverified

Verdict

Confidence: Low — Only source excerpts are delivered; complete synthesis and per-assertion support remain unverified. Evidence assessment: no citation passed the evidence gate.

Done

Done. Spent $0.005 across 1 confirmed/simulated payment(s) to creators.

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
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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