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We publish AI-assisted explainers and want readers to see which claims come from which sources. What attribution format is useful without making the article unreadable?

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

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§ IIThe reading0 cited
Lowconfidence— Only source excerpts are delivered; complete synthesis and per-assertion support remain unverified. Evidence assessment: no citation passed the evidence gatedeep researchpreview plan 4/4 claimsSelected sources: 1/1 proposals

Recorded evidence

Targets with inspectable excerpts: 0/4.

Excerpt presence and estimated support do not establish a complete or factually correct answer.

Targets with missing excerpts or a low recorded support estimate: 4.

Inspect targets and prepare a follow-up

  1. What attribution formats are commonly used in AI-assisted explainers to show which claims come from which sources?

    No qualifying excerpt recorded · 0% estimated

    Prepare follow-up: What attribution formats are commonly used in AI-assisted explainers to show which claims come from which sources?

  2. What makes an attribution format useful for readers in the context of AI-assisted explainers?

    No qualifying excerpt recorded · 0% estimated

    Prepare follow-up: What makes an attribution format useful for readers in the context of AI-assisted explainers?

  3. What are the readability impacts of different attribution formats in AI-assisted explainers?

    No qualifying excerpt recorded · 0% estimated

    Prepare follow-up: What are the readability impacts of different attribution formats in AI-assisted explainers?

  4. How can attribution be integrated into AI-assisted explainers without making the article unreadable?

    No qualifying excerpt recorded · 0% estimated

    Prepare follow-up: How can attribution be integrated into AI-assisted explainers without making the article unreadable?

Opens an editable question. Review the question and budget before starting a new research run, which may incur charges.

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 attribution formats are commonly used in AI-assisted explainers to show which claims come from which sources?”

Evidence gap: no qualifying excerpt for this research target.

Research target 2

Requested topic (unverified): “What makes an attribution format useful for readers in the context of AI-assisted explainers?”

Evidence gap: no qualifying excerpt for this research target.

Research target 3

Requested topic (unverified): “What are the readability impacts of different attribution formats in AI-assisted explainers?”

Evidence gap: no qualifying excerpt for this research target.

Research target 4

Requested topic (unverified): “How can attribution be integrated into AI-assisted explainers without making the article unreadable?”

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.

  • “The Craft of Practitioner Voice”: only the abstract page was read. Obtain the exact full-text version before comparing methods, evaluations or limitations absent from the abstract.

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 attribution formats are commonly used in AI-assisted explainers to show which claims come from which sources?”

    0% estimated

    No qualifying excerpt recorded

  2. Requested topic (unverified): “What makes an attribution format useful for readers in the context of AI-assisted explainers?”

    0% estimated

    No qualifying excerpt recorded

  3. Requested topic (unverified): “What are the readability impacts of different attribution formats in AI-assisted explainers?”

    0% estimated

    No qualifying excerpt recorded

  4. Requested topic (unverified): “How can attribution be integrated into AI-assisted explainers without making the article unreadable?”

    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.

Inspect the evidence

Search target text, retained excerpts and article details.

Article and excerpt filters

Show targets with an excerpt from this exact citation. Other cited sources remain visible for comparison.

4 of 4 targets shown

Downloads include the complete evidence matrix, including targets hidden by these filters.

  1. Research target (unverified)

    What attribution formats are commonly used in AI-assisted explainers to show which claims come from which sources?

    Inspection status: No inspectable excerpt recorded

  2. Research target (unverified)

    What makes an attribution format useful for readers in the context of AI-assisted explainers?

    Inspection status: No inspectable excerpt recorded

  3. Research target (unverified)

    What are the readability impacts of different attribution formats in AI-assisted explainers?

    Inspection status: No inspectable excerpt recorded

  4. Research target (unverified)

    How can attribution be integrated into AI-assisted explainers without making the article unreadable?

    Inspection status: No inspectable excerpt recorded

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Public / cached reads
3 public reads
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Decision log · 177 steps
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Scroll inside the log to read earlier steps. Jump to latest to follow new steps.

  1. Decompose

    Breaking down: "We publish AI-assisted explainers and want readers to see which claims come from which sources. What attribution format is useful without making the article unreadable?"

  2. Decompose

    Identified 4 research target(s) to investigate; these are not established facts

  3. Decompose

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

  4. Discover

    Article library searched across retained history: 45 matching article(s). Different articles from one publisher may support different research targets; preview matches alone are not evidence.

  5. Discover

    Web search: 5/5 planned queries attempted, 0 succeeded, 0 public page previews/leads, 5 unavailable queries. Previews and supplied URLs are discovery only. Public reads spend no USDC; model and service operating costs remain separate.

  6. Discover

    Discovered 3 verified creator candidate(s) from 2 publisher(s) and 142 free public reference candidate(s)

  7. Pre-check

    Claim-aware portfolio (exhaustive; bounded selection, not a claim of global optimality) selected 1/1 positive proposal(s): 1 free/cache selections + 0 paid fresh selections, predicting 4/4 claim(s) above the evidence floor with $0.000000/$0.025000 fetch USDC reserved.

  8. Pre-check

    Free-preview pre-check maps an actionable source to every sub-claim (4/4); paid reading may proceed within the budget.

  9. DecideCACHE
    Martin Fowler - The Craft of Practitioner Voice$0 · EV 60%

    Discusses practitioner voice and how to sensibly use AI in writing, potentially relevant to attribution and readability in AI-assisted explainers. - free public feed reference; no purchase or creator reward. — selected for the claim-aware evidence portfolio (targets claims 1, 2, 3, 4; 0 fetch USDC, 1 attention slot).

  10. DecideSKIP
    Apache Software Foundation - What the ASF Responsible AI Initiative Has Built So Far$0 · EV 0%

    About ASF Responsible AI Initiative governance, not attribution formats in AI-assisted explainers. - free public feed reference; no purchase or creator reward.

  11. DecideSKIP
    Apache Arrow - Apache Arrow 25.0.0 Release$0 · EV 0%

    Arrow release notes; no relevance to attribution formats. - free public feed reference; no purchase or creator reward.

  12. DecideSKIP
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    nanoarrow release notes; no relevance to attribution formats. - free public feed reference; no purchase or creator reward.

  13. DecideSKIP
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    Arrow release notes; no relevance to attribution formats. - free public feed reference; no purchase or creator reward.

  14. DecideSKIP
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    arXiv rate limit policy; no relevance to attribution formats. - free public feed reference; no purchase or creator reward.

  15. DecideSKIP
    arXiv cs.AI paper announcements - Causal Integrated Gradients: Scalable Feature Attribution Along Causal Paths$0 · EV 0%

    Abstract on feature attribution in ML models, not source attribution in explainers. - free public feed reference; no purchase or creator reward.

  16. DecideSKIP
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    Abstract on retrieval system, not attribution formats. - free public feed reference; no purchase or creator reward.

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    BIS working paper on AI and demand bottlenecks; no relevance. - free public feed reference; no purchase or creator reward.

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    About building generative AI platforms, not attribution formats. - free public feed reference; no purchase or creator reward.

  19. DecideSKIP
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    About pitfalls in generative AI applications, not attribution formats. - free public feed reference; no purchase or creator reward.

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    WebGPU updates; no relevance to attribution formats. - free public feed reference; no purchase or creator reward.

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    Post-quantum migration; no relevance to attribution formats. - free public feed reference; no purchase or creator reward.

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    Community survey results; no relevance to attribution formats. - free public feed reference; no purchase or creator reward.

  23. DecideSKIP
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    Guidance on CC licenses in AI ecosystem, not attribution formats in explainers. - free public feed reference; no purchase or creator reward.

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    Private AI compute; no relevance to attribution formats. - free public feed reference; no purchase or creator reward.

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    Sign language AI; no relevance to attribution formats. - free public feed reference; no purchase or creator reward.

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    Feature attribution baselines in ML, not source attribution in explainers. - free public feed reference; no purchase or creator reward.

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  28. DecideSKIP
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    Django security releases; no relevance to attribution formats. - free public feed reference; no purchase or creator reward.

  29. DecideSKIP
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  30. DecideSKIP
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    DOAJ blog post about library/funder support; unrelated to attribution formats in AI-assisted explainers. - free public feed reference; no purchase or creator reward.

  31. DecideSKIP
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    Interview about open access publishing; no relevance to attribution in AI-assisted explainers. - free public feed reference; no purchase or creator reward.

  32. DecideSKIP
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    Python library uses; unrelated to attribution in AI-assisted explainers. - free public feed reference; no purchase or creator reward.

  41. DecideSKIP
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    GitHub engineering on AI coding cost efficiency; not about attribution formats. - free public feed reference; no purchase or creator reward.

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    AI-generated pull request review; unrelated to attribution in explainers. - free public feed reference; no purchase or creator reward.

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    Go blog on HTTP connection reuse; not about attribution formats. - free public feed reference; no purchase or creator reward.

  44. DecideSKIP
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    gopls interactive refactoring; unrelated to attribution in AI-assisted explainers. - free public feed reference; no purchase or creator reward.

  45. DecideSKIP
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    pkg.go.dev API introduction; not about attribution formats. - free public feed reference; no purchase or creator reward.

  46. DecideSKIP
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    Google Research on sequential attention; unrelated to attribution in explainers. - free public feed reference; no purchase or creator reward.

  47. DecideSKIP
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    Geospatial agents for Earth AI; not about attribution formats. - free public feed reference; no purchase or creator reward.

  48. DecideSKIP
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    AI for skin conditions; unrelated to attribution in AI-assisted explainers. - free public feed reference; no purchase or creator reward.

  49. DecideSKIP
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    IPFS content publishing speed; not about attribution formats. - free public feed reference; no purchase or creator reward.

  50. DecideSKIP
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    IPFS network services stewardship; unrelated to attribution in AI-assisted explainers. - free public feed reference; no purchase or creator reward.

  51. DecideSKIP
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    IPFS content addressing standards are unrelated to attribution formats in AI-assisted explainers. - free public feed reference; no purchase or creator reward.

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  53. DecideSKIP
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    KotlinConf proposal guidance is unrelated to attribution formats in AI-assisted explainers. - free public feed reference; no purchase or creator reward.

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  55. DecideSKIP
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    Cybersecurity news is unrelated to attribution formats in AI-assisted explainers. - free public feed reference; no purchase or creator reward.

  56. DecideSKIP
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    Microsoft security patches are unrelated to attribution formats in AI-assisted explainers. - free public feed reference; no purchase or creator reward.

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    Microsoft security patches are unrelated to attribution formats in AI-assisted explainers. - free public feed reference; no purchase or creator reward.

  58. DecideSKIP
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    Test-time compute and chain-of-thought research is unrelated to attribution formats in AI-assisted explainers. - free public feed reference; no purchase or creator reward.

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    LLM hallucination taxonomy is unrelated to attribution formats in AI-assisted explainers. - free public feed reference; no purchase or creator reward.

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    Fragment about coding agents and software engineering discipline is unrelated to attribution formats in AI-assisted explainers. - free public feed reference; no purchase or creator reward.

  62. DecideSKIP
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    Fragment about AI risk and security is unrelated to attribution formats in AI-assisted explainers. - free public feed reference; no purchase or creator reward.

  63. DecideSKIP
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  66. DecideSKIP
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    About AI in materials science; no connection to attribution in explainers. - free public feed reference; no purchase or creator reward.

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    Q&A on AI's societal effects; does not address attribution formats or readability. - free public feed reference; no purchase or creator reward.

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    Essay on personal AI and writing; not about attribution formats in explainers. - free public feed reference; no purchase or creator reward.

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  104. DecideSKIP
    Rust Blog - Be alert: targeted attacks on prominent Rustaceans$0 · EV 0%

    Topic is targeted attacks on Rustaceans, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  105. DecideSKIP
    Rust Blog - Announcing Rust 1.99.1$0 · EV 0%

    Topic is Rust 1.99.1 release, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  106. DecideSKIP
    Rust Blog - GitHub Actions leaking secrets when Miri output is cached$0 · EV 0%

    Topic is GitHub Actions secret leakage, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  107. DecideSKIP
    Rust Blog - Announcing a Maintainer in Residence: Scott Schafer for the Cargo team$0 · EV 0%

    Topic is Cargo maintainer announcement, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

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

    Topic is Rust debugging survey, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  109. DecideSKIP
    Schneier on Security - Backdooring Open-Weight AI Models$0 · EV 0%

    Topic is backdooring open-weight AI models, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  110. DecideSKIP
    Schneier on Security - The Future of AI Cryptanalysis$0 · EV 0%

    Topic is AI cryptanalysis, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  111. DecideSKIP
    Sebastian Raschka - AI Reasoning Models Course on LinkedIn Learning$0 · EV 0%

    Topic is AI reasoning models course, unrelated to attribution formats in AI-assisted explainers. - free public feed reference; no purchase or creator reward.

  112. DecideSKIP
    Sebastian Raschka - What Are the Different Approaches for Detecting Content Generated by LLMs Such As ChatGPT? And How Do They Work and Differ?$0 · EV 0%

    Topic is detecting LLM-generated content, not attribution formats for explainers. - free public feed reference; no purchase or creator reward.

  113. DecideSKIP
    Spotify Engineering - AI Changed How Spotify Builds. What We Learned (and Fixed) About Quality at Higher Velocity$0 · EV 0%

    Topic is AI impact on Spotify engineering quality, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  114. DecideSKIP
    Stellar Blog - Real-Time Prices for Stellar’s $4B Tokenized Assets Economy$0 · EV 0%

    Topic is Stellar tokenized assets pricing, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  115. DecideSKIP
    Stellar Blog - Chainlink is now live on Stellar, unleashing a new wave of DeFi innovation across a $4B+ RWA ecosystem$0 · EV 0%

    Topic is Chainlink on Stellar, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  116. DecideSKIP
    Stripe Blog - The “alien” economics of AI monetization$0 · EV 0%

    Topic is AI monetization economics, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  117. DecideSKIP
    Supabase - A local Supabase project per agent, with or without Docker$0 · EV 0%

    Topic is local Supabase projects, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  118. DecideSKIP
    Supabase - Building on open table formats$0 · EV 0%

    Topic is open table formats, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  119. DecideSKIP
    Supabase - How a new branch gets its config, migrations, and functions$0 · EV 0%

    Topic is branch configuration, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  120. DecideSKIP
    Super Simple Songs - Kids Songs - When We Play Hockey 🏒 | Super Simple Songs & ‪@NHL Hockey Song for Kids$0 · EV 0%

    Topic is children's hockey song, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  121. DecideSKIP
    Super Simple Songs - Kids Songs - 🔴 Trick or Treat With Super Simple Live! 🎃 | Best Halloween Kids Songs | Super Simple Songs$0 · EV 0%

    Topic is Halloween kids songs, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  122. DecideSKIP
    Super Simple Songs - Kids Songs - Our Listening Ears 👂 | Animal Sounds & Guessing Game for Kids! | Super Simple Songs$0 · EV 0%

    Topic is animal sounds guessing game, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  123. DecideSKIP
    Tailscale - We’re making Tailscale faster$0 · EV 0%

    Topic is Tailscale performance, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  124. DecideSKIP
    Tailscale - Sovereign AI starts with open infrastructure$0 · EV 0%

    Topic is sovereign AI infrastructure, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  125. DecideSKIP
    V8 - How we made JSON.stringify more than twice as fast$0 · EV 0%

    Topic is JSON.stringify performance, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  126. DecideSKIP
    V8 - Static Roots: Objects with Compile-Time Constant Addresses$0 · EV 0%

    Topic is V8 static roots, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  127. DecideSKIP
    V8 - WebAssembly JSPI has a new API$0 · EV 0%

    Topic is WebAssembly JSPI API, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  128. DecideSKIP
    Vicki Boykis - I want to see the claw$0 · EV 0%

    Topic is software mastery, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  129. DecideSKIP
    Vicki Boykis - Bad code is kudzu$0 · EV 0%

    Topic is bad code as kudzu, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  130. DecideSKIP
    Vicki Boykis - Running local models is good now$0 · EV 0%

    Topic is running local models, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  131. DecideSKIP
    Vicki Boykis - Tagging my blog posts with BERTopic and LLMs$0 · EV 0%

    Topic is tagging blog posts with BERTopic, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  132. DecideSKIP
    Vicki Boykis - We should be more tired than the model$0 · EV 0%

    Article about human cognition and code-writing, unrelated to attribution formats in AI-assisted explainers. - free public feed reference; no purchase or creator reward.

  133. DecideSKIP
    vLLM - Adaptive Verification Without a Confidence Head$0 · EV 0%

    Technical abstract on adaptive verification in vLLM serving, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  134. DecideSKIP
    vLLM - Hyper Optimizing Kimi K3 in vLLM: Moving Fast and Responsibly$0 · EV 0%

    vLLM optimization article, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  135. DecideSKIP
    vLLM - Efficient Decode Context Parallelism with vLLM for Long Context Workloads$0 · EV 0%

    vLLM performance article, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  136. DecideSKIP
    W3C Blog - We’re on a roll - EPUB 3.4 is coming$0 · EV 0%

    W3C blog about EPUB 3.4 standard, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  137. DecideSKIP
    W3C Blog - Recap of the web & AI international standards seminar: generative UI and WebSkill$0 · EV 0%

    W3C seminar recap on generative UI and WebSkill, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  138. DecideSKIP
    web.dev - New to the web platform in September$0 · EV 0%

    web.dev summary of new web platform features, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  139. DecideSKIP
    web.dev - The Baseline Features audit is now available in Lighthouse$0 · EV 0%

    Lighthouse Baseline features audit article, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  140. DecideSKIP
    web.dev - Find features to support for Interop 2027 with your coding agent$0 · EV 0%

    Coding agent Interop proposals article, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  141. DecideSKIP
    WebKit - Submit your ideas for Interop 2027$0 · EV 0%

    WebKit Interop 2027 submission announcement, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  142. DecideSKIP
    WebKit - Release Notes for Safari Technology Preview 250$0 · EV 0%

    Safari Technology Preview release notes, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  143. DecideSKIP
    WebKit - WebKit Features for Safari 27.0$0 · EV 0%

    WebKit features for Safari 27.0, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  144. DecideSKIP
    WebKit - Release Notes for Safari Technology Preview 254$0 · EV 0%

    Safari Technology Preview release notes, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  145. DecideSKIP
    WebKit - Release Notes for Safari Technology Preview 253$0 · EV 0%

    Safari Technology Preview release notes, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  146. DecideSKIP
    Wikimedia Diff - Making Northern Nigerian Women Visible through Wikimedia: The Wikimedia4EliteWomen Campaign$0 · EV 0%

    Wikimedia campaign article about Nigerian women, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  147. DecideSKIP
    Wikimedia Diff - Building Bridges between Bangladesh-China through Wikimedia$0 · EV 0%

    Wikimedia article about Bangladesh-China bridges, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  148. DecideSKIP
    Wikimedia Diff - From Usernames to People: What My First WikiConference India Taught Me$0 · EV 0%

    Wikimedia conference reflection article, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  149. DecideSKIP
    Wikimedia Diff - Can you guess today’s Wikipedia article in seven clues?$0 · EV 0%

    Wikimedia article about a guessing game, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

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

    x402 payment protocol announcement, unrelated to attribution formats. - free public feed reference; no purchase or creator reward.

  151. DecideSKIP
    Keryx owner release notes — first-party validation — Keryx v0.27.72$0.005 · EV 0%

    Keryx release notes about source expansion, unrelated to attribution formats.

  152. DecideSKIP
    Keryx owner release notes — first-party validation — Keryx v0.27.68$0.005 · EV 0%

    Release notes for Keryx v0.27.68 concern software fixes and documentation, not attribution formats in AI-assisted explainers. No target is worth investigating.

  153. DecideSKIP
    Keryx Engineering (first-party) — Recovering a Keryx paid research job$0.002 · EV 0%

    Documentation about recovering a Keryx paid research job is unrelated to attribution formats or readability in AI-assisted explainers. No target is worth investigating.

  154. Fetch

    Read Martin Fowler - The Craft of Practitioner Voice - free public feed reference, no creator payment - S1

  155. Sufficiency

    Sub-claim "What attribution formats are commonly used in AI-assisted ex…": 0% covered

  156. Sufficiency

    Sub-claim "What makes an attribution format useful for readers in the c…": 0% covered

  157. Sufficiency

    Sub-claim "What are the readability impacts of different attribution fo…": 0% covered

  158. Sufficiency

    Sub-claim "How can attribution be integrated into AI-assisted explainer…": 0% covered

  159. Sufficiency

    Only one source (S1) was provided, and it is an abstract that does not discuss attribution formats, readability, or integration in AI-assisted explainers. It only mentions 'how to sensibly use AI' in practitioner writing, which is not specific to attribution. Therefore, all sub-claims lack evidence. The assessment does not establish a complete supported answer for every requested part.

  160. Re-evaluate

    Sub-claim "What attribution formats are commonly used in AI-assisted ex…": 0% covered — The only gathered source (S1) is an abstract about practitioner voice and writing craft, mentioning 'how to sensibly use AI' but providing no specific attribution formats for AI-assisted explainers. No other gathered content addresses this.

  161. Re-evaluate

    Sub-claim "What makes an attribution format useful for readers in the c…": 0% covered — No gathered source discusses criteria for useful attribution formats. S1 mentions clarity of audience but not attribution usefulness.

  162. Re-evaluate

    Sub-claim "What are the readability impacts of different attribution fo…": 0% covered — No gathered source addresses readability impacts of attribution formats. S1 is unrelated to readability of attribution.

  163. Re-evaluate

    Sub-claim "How can attribution be integrated into AI-assisted explainer…": 0% covered — No gathered source provides integration strategies for attribution without harming readability.

  164. Re-evaluate

    All four sub-claims have zero coverage from the gathered sources. The skipped sources include two Martin Fowler articles that may discuss AI-assisted writing and attribution, and they are free (price 0). Since the remaining budget is 0.025 and these sources cost 0, they are affordable and should be purchased to potentially fill the gap. Other skipped sources appear unrelated to attribution in explainers.

  165. Re-evaluate

    Filling gap - free public feed reference Martin Fowler, no creator payment - S2

  166. Re-evaluate

    Filling gap - free public feed reference Martin Fowler, no creator payment - S3

  167. Sufficiency

    Final check — "What attribution formats are commonly used in AI-assisted ex…": 0% assessed

  168. Sufficiency

    Final check — "What makes an attribution format useful for readers in the c…": 0% assessed

  169. Sufficiency

    Final check — "What are the readability impacts of different attribution fo…": 0% assessed

  170. Sufficiency

    Final check — "How can attribution be integrated into AI-assisted explainer…": 0% assessed

  171. Sufficiency

    Final coverage assessment — No gathered source passages directly address attribution formats in AI-assisted explainers. S1 is an abstract about practitioner voice and mentions 'how to sensibly use AI' but provides no attribution format details. S2 and S3 are excerpts on coding agents, AI safety, and software development communication; none discuss attribution formats, reader usefulness, readability impacts, or integration methods. Therefore, all sub-claims lack supported answers. The assessment does not establish a complete supported answer for every requested part.

  172. Synthesize

    Synthesizing a grounded answer from 3 source(s)…

  173. Evidence

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

  174. Evidence

    No citation passed the evidence gate — the $0.025000 citation pool stays unspent; settled access tolls still stand.

  175. Synthesize

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

  176. Verdict

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

  177. Done

    Done. Spent $0 across 0 confirmed/simulated payment(s) to creators.

Following latest steps

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Read checkpoints

Verify locally replays supported recorded query-local reserve, release, debit and hold decisions, attribution normalization and exact micro-USDC citation/author allocations. Model proposals and eligibility are asserted inputs. Query capacity is separate from signer exposure; verification does not establish funding, reward authority or settlement.

Economic families or records marked unavailable are not verified. Missing, fractional-micro or unsafe operands are never repaired; an empty family means no captured economic decision, not complete monetary coverage.

Query-local budget records
Recorded decisions can be replayed
Citation allocation records
Not captured
Author split records
Not captured

Model proposals and selected plan actions are recorded when available. Model generation is not replayed or expected to reproduce; verification checks only deterministic checkpoints.

Micro-USDC is shown only where the existing exact converter accepts the amount. Other monetary assertions are unavailable; numeric predicate replay preserves the recorded comparison.

Recorded checkpoint policy
ordinary-query-economics-v4
SHA-256 retained by this report
cc0795f11953386d2ed85308a23d519dbb1af559778e070a12d359c6f7d08c73

Keep this digest separately from the downloaded sidecar. The offline audit command uses it as the expected digest.

Model proposal → selected plan → code checkpoint

BUY0
SKIP142
CACHE0
FREE3
ESCALATE0
UNKNOWN0

Latest terminal checkpoint outcome per recorded candidate; continuing checks and global stops are excluded. These are not settled purchases or quality scores.

Global stop checkpoints: 0 · Candidate rounds with continuing checks only: 0

CandidateRead roundModel proposedSelected planCheckpointCode resultReason / rule
520CACHECACHEselectionCONTINUEselected-plan
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520CACHECACHEduplicateCONTINUEduplicate
520CACHECACHEpublic-routeCONTINUEpublic-channel
520CACHECACHEpublic-routeFREEpublic-channel
520CACHECACHEduplicateCONTINUEduplicate
520CACHECACHEsufficiencyCONTINUEsufficiency
Run context0——expansionCONTINUEexpansion
Run context1——attentionCONTINUEattention
Run context1——recommendationCONTINUEengine-recommendation
Run context1——recommendationCONTINUEengine-recommendation
531BUYSKIPduplicateCONTINUEduplicate
531BUYSKIPdiscussionCONTINUEdiscussion
531BUYSKIPattentionCONTINUEattention
531BUYSKIPpublic-routeCONTINUEpublic-channel
531BUYSKIPpublic-routeFREEpublic-channel
531BUYSKIPduplicateCONTINUEduplicate
541BUYSKIPduplicateCONTINUEduplicate
541BUYSKIPdiscussionCONTINUEdiscussion
541BUYSKIPattentionCONTINUEattention
541BUYSKIPpublic-routeCONTINUEpublic-channel
541BUYSKIPpublic-routeFREEpublic-channel
541BUYSKIPduplicateCONTINUEduplicate

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Compare only recorded budget and attention checks. Later reads, model choices and a whole alternative answer are unknown. These controls never change a live policy or authorize a purchase.

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One deterministic JSON bundle binds the answer, visible decisions, exact article versions, claim evidence and a Circle-settlement snapshot under SHA-256. Retain the digest to detect later changes; the self-check is not a publisher or Keryx signature.

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