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Our lab wants to share research answers with their source excerpts. What provenance information should we retain so another lab can trace how an answer was produced?

Lowconfidence— Each summary sentence is tied to a verbatim excerpt and model-checked; completeness and independent factual correctness remain unverified. Evidence assessment: 4 sub-claims remain below the evidence threshold

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Review the original question, current payer, source cap and visibility before asking again. Reopening does not submit or spend anything. The saved report stays unchanged.

§ IIThe reading2 cited
Lowsource grounding— Each summary sentence is tied to a verbatim excerpt and model-checked; completeness and independent factual correctness remain unverified. Evidence assessment: 4 sub-claims remain below the evidence thresholddeep researchpreview plan 4/4 claimsportfolio 3/3 · evidence 33%

> ⚠ Low confidence — Each summary sentence is tied to a verbatim excerpt and model-checked; completeness and independent factual correctness remain unverified. Evidence assessment: 4 sub-claims remain below the evidence threshold. 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): “What provenance information should be retained so another lab can trace how a research answer was produced from source excerpts?”

For directional provenance of model checkpoints, a white-box test called Witness Overlap can be used to infer which checkpoint came first. Source text: “Motivated by this idea, and by the empirically observed asymmetry between parent-anchored and child-anchored witness-overlap distributions, we propose Witness Overlap, a prompt-free, training-free white-box test for directional provenance.”

Evidence gap: the recorded assessment remains below the support threshold for this target.

Research target 2

Requested topic (unverified): “What are the key components of provenance for research answers that include source excerpts?”

A key component of provenance for model checkpoints is a prompt-free, training-free white-box test that determines directional relationships. Source text: “Motivated by this idea, and by the empirically observed asymmetry between parent-anchored and child-anchored witness-overlap distributions, we propose Witness Overlap, a prompt-free, training-free white-box test for directional provenance.”

Evidence gap: the recorded assessment remains below the support threshold for this target.

Research target 3

Requested topic (unverified): “What standards or best practices exist for documenting provenance in research answer sharing?”

For traceability, partners should collect and share accurate data in a standardised format to maintain transparency. Source text: “Each partner must be able to collect and share accurate data in a standardised format to maintain transparency across the supply chain.”

Evidence gap: the recorded assessment remains below the support threshold for this target.

Research target 4

Requested topic (unverified): “What are the limitations or challenges in retaining sufficient provenance for traceability?”

Without alignment among stakeholders, achieving full traceability in global operations is exceptionally difficult. Source text: “Without this alignment, achieving full traceability in global operations is exceptionally difficult.”

Evidence gap: the recorded assessment remains below the support threshold for this target.

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): “What provenance information should be retained so another lab can trace how a research answer was produced from source excerpts?”

    0% estimated
    “Motivated by this idea, and by the empirically observed asymmetry between parent-anchored and child-anchored witness-overlap distributions, we propose Witness Overlap, a prompt-free, training-free white-box test for directional provenance.” [S2] Witness Overlap: Directional Provenance Inside Open-Weight Model Families

  2. Requested topic (unverified): “What are the key components of provenance for research answers that include source excerpts?”

    0% estimated
    “Motivated by this idea, and by the empirically observed asymmetry between parent-anchored and child-anchored witness-overlap distributions, we propose Witness Overlap, a prompt-free, training-free white-box test for directional provenance.” [S2] Witness Overlap: Directional Provenance Inside Open-Weight Model Families

  3. Requested topic (unverified): “What standards or best practices exist for documenting provenance in research answer sharing?”

    0% estimated
    “Each partner must be able to collect and share accurate data in a standardised format to maintain transparency across the supply chain.” [S4] Supply Chain Traceability: Challenges and Proven Solution

  4. Requested topic (unverified): “What are the limitations or challenges in retaining sufficient provenance for traceability?”

    20% estimated
    “Without this alignment, achieving full traceability in global operations is exceptionally difficult.” [S4] Supply Chain Traceability: Challenges and Proven Solution
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. What provenance information should be retained so another lab can trace how a research answer was produced from source excerpts?

    1 recorded excerpt remain.

    Inspect remaining excerpts

    “Motivated by this idea, and by the empirically observed asymmetry between parent-anchored and child-anchored witness-overlap distributions, we propose Witness Overlap, a prompt-free, training-free white-box test for directional provenance.”

    S2 · arXiv cs.AI paper announcements · Witness Overlap: Directional Provenance Inside Open-Weight Model Families · version sha256:3715da372410c2a7ca54908c16b59a6394d5cf9967bb8059e799393d58166356

  2. What are the key components of provenance for research answers that include source excerpts?

    1 recorded excerpt remain.

    Inspect remaining excerpts

    “Motivated by this idea, and by the empirically observed asymmetry between parent-anchored and child-anchored witness-overlap distributions, we propose Witness Overlap, a prompt-free, training-free white-box test for directional provenance.”

    S2 · arXiv cs.AI paper announcements · Witness Overlap: Directional Provenance Inside Open-Weight Model Families · version sha256:3715da372410c2a7ca54908c16b59a6394d5cf9967bb8059e799393d58166356

  3. What standards or best practices exist for documenting provenance in research answer sharing?

    1 recorded excerpt remain.

    Inspect remaining excerpts

    “Each partner must be able to collect and share accurate data in a standardised format to maintain transparency across the supply chain.”

    S4 · digiprodpass.com · Supply Chain Traceability: Challenges and Proven Solution · version 3193e9964e6cc29002aa3bc093ad65584055228b370fcceffec408a01e3ffe7e

  4. What are the limitations or challenges in retaining sufficient provenance for traceability?

    1 recorded excerpt remain.

    Inspect remaining excerpts

    “Without this alignment, achieving full traceability in global operations is exceptionally difficult.”

    S4 · digiprodpass.com · Supply Chain Traceability: Challenges and Proven Solution · version 3193e9964e6cc29002aa3bc093ad65584055228b370fcceffec408a01e3ffe7e

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[S2] Witness Overlap: Directional Provenance Inside Open-Weight Model FamiliesPublication: arXiv cs.AI paper announcementsPublished: 2026-10-17T04:00:00.000Z[S4] Supply Chain Traceability: Challenges and Proven SolutionPublication: digiprodpass.comPublished: Not recorded
What provenance information should be retained so another lab can trace how a research answer was produced from source excerpts?Recorded excerpt
Inspect 1 excerpt
Motivated by this idea, and by the empirically observed asymmetry between parent-anchored and child-anchored witness-overlap distributions, we propose Witness Overlap, a prompt-free, training-free white-box test for directional provenance.
No excerpt recorded
What are the key components of provenance for research answers that include source excerpts?Recorded excerpt
Inspect 1 excerpt
Motivated by this idea, and by the empirically observed asymmetry between parent-anchored and child-anchored witness-overlap distributions, we propose Witness Overlap, a prompt-free, training-free white-box test for directional provenance.
No excerpt recorded
What standards or best practices exist for documenting provenance in research answer sharing?Recorded excerptNo excerpt recorded
Inspect 1 excerpt
Each partner must be able to collect and share accurate data in a standardised format to maintain transparency across the supply chain.
What are the limitations or challenges in retaining sufficient provenance for traceability?Recorded excerptNo excerpt recorded
Inspect 1 excerpt
Without this alignment, achieving full traceability in global operations is exceptionally difficult.

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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Decisions0 bought · 179 skipped
Public / cached reads3 public reads · 1 cache hit
llm:deepseek:deepseek-v4-prolive on Arc mainnet
Decision log · 235 steps
§ IThe decision$0.025 settled / $0.05
50%$0.025 under cap
Decompose

Breaking down: "Our lab wants to share research answers with their source excerpts. What provenance information should we retain so another lab can trace how an answer was produced?"

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

Article library searched across retained history: 41 matching article(s). Different articles from one publisher may support different research targets; preview matches alone are not evidence.

Discover

Web search: 5/5 planned queries attempted, 1 succeeded, 10 public page previews/leads, 4 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 candidate(s) from 2 publisher(s) and 180 free public reference candidate(s)

Pre-check

Claim-aware portfolio (exhaustive; bounded selection, not a claim of global optimality) selected 3/3 positive proposal(s): 3 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 owner release notes — first-party validation — Keryx v0.27.65$0.005 · EV 80%

Keryx release notes mention 'retain verified private research run provenance', directly relevant to provenance retention for research answers. Cached and useful. — selected for the claim-aware evidence portfolio (targets claims 1, 2, 3, 4; 0 fetch USDC, 1 attention slot).

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arXiv cs.AI paper announcements - Witness Overlap: Directional Provenance Inside Open-Weight Model Families$0 · EV 60%

Abstract discusses directional provenance inside model families, potentially relevant to provenance concepts and traceability (targets 0, 1, 2). - free public feed reference; no purchase or creator reward. — selected for the claim-aware evidence portfolio (targets claims 1, 2, 3; 0 fetch USDC, 1 attention slot).

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

Article about Git storage for Netlify projects; no relevance to provenance of research answers. - free public feed reference; no purchase or creator reward.

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Netlify - 5x faster Edge Functions: v8 isolates to Unikraft MicroVMs$0 · EV 0%

Article about Edge Functions performance; no relevance to provenance of research answers. - free public feed reference; no purchase or creator reward.

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

Article about Jev-style decision models; no relevance to provenance of research answers. - free public feed reference; no purchase or creator reward.

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Ollama - Reflection's Beam is freely available on Ollama for a limited time$0 · EV 0%

Article about Reflection's Beam model; no relevance to provenance of research answers. - free public feed reference; no purchase or creator reward.

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OpenAI Developers - Codex Prompting Guide$0 · EV 0%

Codex prompting guide; no relevance to provenance of research answers. - free public feed reference; no purchase or creator reward.

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OpenAI Developers - Realtime prompting guide$0 · EV 0%

Realtime prompting guide; no relevance to provenance of research answers. - free public feed reference; no purchase or creator reward.

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OpenAI Developers - Production best practices$0 · EV 0%

Production best practices for AI applications; no relevance to provenance of research answers. - free public feed reference; no purchase or creator reward.

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

Article about affiliation errors in research security; no relevance to provenance of research answers. - 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%

Article about linking research to code; no relevance to provenance of research answers. - free public feed reference; no purchase or creator reward.

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Open Source Security Foundation - Case Study: How Does IBM Turn Open Source Participation Into Enterprise and Career Value?$0 · EV 0%

Case study about IBM open source participation; no relevance to provenance of research answers. - free public feed reference; no purchase or creator reward.

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Open Source Security Foundation - What’s in the SOSS? Podcast #75 – S3E27 From Upstream to Downstream: Managing Open Source Risk in a Changing Regulatory Era with Vincent Danen$0 · EV 0%

Podcast about open source risk management; no relevance to provenance of research answers. - free public feed reference; no purchase or creator reward.

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Open Source Security Foundation - OpenSSF Newsletter – September 2026$0 · EV 0%

OpenSSF newsletter; no relevance to provenance of research answers. - free public feed reference; no purchase or creator reward.

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Open Source Security Foundation - Case Study: GitHub Expands Malware Advisories Across Eight Ecosystems with OpenSSF$0 · EV 0%

Case study about GitHub malware advisories; no relevance to provenance of research answers. - free public feed reference; no purchase or creator reward.

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Our World in Data - What share of plastic waste ends up in the ocean?$0 · EV 0%

Topic is plastic waste in the ocean, unrelated to provenance of research answers. - free public feed reference; no purchase or creator reward.

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Our World in Data - How many people in the world identify with a particular religion?$0 · EV 0%

Topic is religious affiliation statistics, unrelated to provenance. - free public feed reference; no purchase or creator reward.

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PLOS - PLOS Response to NIH Request for Information: Maximizing research funds by limiting allowable publishing costs$0 · EV 0%

PLOS response to NIH funding policy, not about provenance documentation. - free public feed reference; no purchase or creator reward.

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PLOS - PLOS and Janeway collaborate to develop open-source publishing infrastructure$0 · EV 0%

About open-source publishing infrastructure, not provenance. - free public feed reference; no purchase or creator reward.

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PLOS - Call for Entries: 2026 Einstein Foundation Award for Promoting Quality in Research$0 · EV 0%

Award announcement for research quality, not provenance standards. - free public feed reference; no purchase or creator reward.

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PLOS - PLOS launches two journals to address critical real-world challenges$0 · EV 0%

Journal launch press release, unrelated to provenance. - free public feed reference; no purchase or creator reward.

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PostgreSQL - pg_hint_plan v1.9.0 Released$0 · EV 0%

PostgreSQL extension release notes, unrelated to provenance. - free public feed reference; no purchase or creator reward.

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PostgreSQL - pg_utl_smtp v2.0 released$0 · EV 0%

PostgreSQL SMTP extension release, unrelated to provenance. - free public feed reference; no purchase or creator reward.

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PostgreSQL - Perseid 0.1.0 is now available$0 · EV 0%

Database schema versioning tool, unrelated to provenance. - free public feed reference; no purchase or creator reward.

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Protocol Labs - Can Attestation Follow in the Footsteps of TLS?$0 · EV 0%

Attestation and TLS analogy, not directly about research answer provenance. - free public feed reference; no purchase or creator reward.

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Protocol Labs - Threads From the 2025 Cypherpunk Retreat$0 · EV 0%

Cypherpunk retreat takeaways, unrelated to provenance. - free public feed reference; no purchase or creator reward.

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Protocol Labs - IPTS Acquires Talent Protocol’s Record of 6.6 Million Builders$0 · EV 0%

Talent Protocol acquisition news, unrelated to provenance. - free public feed reference; no purchase or creator reward.

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Python Blog - Python Language Summit 2026$0 · EV 0%

Python language summit overview, unrelated to provenance. - free public feed reference; no purchase or creator reward.

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Python Blog - PEP 827: Type Manipulation (Python Language Summit 2026)$0 · EV 0%

PEP 827 type manipulation, unrelated to provenance. - free public feed reference; no purchase or creator reward.

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Python Blog - Python 3.16.0 alpha 1 is now available$0 · EV 0%

Python alpha release announcement, unrelated to provenance. - free public feed reference; no purchase or creator reward.

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PyTorch - Bringing Elastically Deterministic Data Loading to TorchTitan with Zephon$0 · EV 0%

Data loading for TorchTitan, unrelated to provenance. - free public feed reference; no purchase or creator reward.

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PyTorch - PyTorch Hardware Enablement: Updates from the Accelerator Integration Working Group$0 · EV 0%

Hardware enablement updates, unrelated to provenance. - free public feed reference; no purchase or creator reward.

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PyTorch - Muse Spark Is Now an Open-Weights Model$0 · EV 0%

Open-weights model release, unrelated to provenance. - free public feed reference; no purchase or creator reward.

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PyTorch - Bringing ExecuTorch to Arm Cortex-M CPUs$0 · EV 0%

ExecuTorch on Cortex-M, unrelated to provenance. - free public feed reference; no purchase or creator reward.

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React Blog - Introducing Zero-Bundle-Size React Server Components$0 · EV 0%

React Server Components announcement, unrelated to provenance. - free public feed reference; no purchase or creator reward.

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React Blog - Denial of Service and Source Code Exposure in React Server Components$0 · EV 0%

Security advisory about React Server Components vulnerabilities; unrelated to provenance for research answers. - free public feed reference; no purchase or creator reward.

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React Blog - React Labs: View Transitions, Activity, and more$0 · EV 0%

React Labs experimental features; unrelated to provenance documentation. - free public feed reference; no purchase or creator reward.

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React Blog - React 19.3$0 · EV 0%

React 19.3 release notes; unrelated to provenance for research answers. - free public feed reference; no purchase or creator reward.

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Rust Blog - Announcing our first Maintainers in Residence$0 · EV 0%

Rust maintainer announcement; unrelated to provenance for research answers. - free public feed reference; no purchase or creator reward.

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

GitHub Actions secret leak in Miri; unrelated to provenance for research answers. - free public feed reference; no purchase or creator reward.

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Rust Blog - Demoting i686 Windows targets to std-only$0 · EV 0%

Rust target demotion; unrelated to provenance for research answers. - free public feed reference; no purchase or creator reward.

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

Rust debugging survey results; unrelated to provenance for research answers. - free public feed reference; no purchase or creator reward.

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

Backdooring open-weight AI models; unrelated to provenance for research answers. - free public feed reference; no purchase or creator reward.

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Schneier on Security - Friday Squid Blogging: Squid Before the Chicxulub Meteor Impact$0 · EV 0%

Squid blogging; unrelated to provenance for research answers. - free public feed reference; no purchase or creator reward.

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Schneier on Security - How Technology Empowers—and Imperils—Dictators$0 · EV 0%

Technology and dictators; unrelated to provenance for research answers. - free public feed reference; no purchase or creator reward.

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Sebastian Raschka - Sharing Deep Learning Research Models with Lightning Part 1: Building A Super Resolution App$0 · EV 0%

Sharing deep learning models with Lightning; unrelated to provenance for research answers. - free public feed reference; no purchase or creator reward.

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Sebastian Raschka - Curated Resources and Trustworthy Experts: The Key Ingredients for Finding Accurate Answers to Technical Questions in the Future$0 · EV 0%

Curated resources and experts; unrelated to provenance for research answers. - free public feed reference; no purchase or creator reward.

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Sebastian Raschka - Language Models for Text Classification: From Bag-of-Words to Jev$0 · EV 0%

Language models for text classification; unrelated to provenance for research answers. - free public feed reference; no purchase or creator reward.

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Spotify Engineering - Advancing Generative Recommendation Inference: our collaboration with NVIDIA on TensorRT LLM$0 · EV 0%

Generative recommendation inference; unrelated to provenance for research answers. - free public feed reference; no purchase or creator reward.

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Stellar Blog - No one to call$0 · EV 0%

Stellar blockchain governance; unrelated to provenance for research answers. - free public feed reference; no purchase or creator reward.

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Stellar Blog - Adapter, Protocol 28 Upgrade Guide$0 · EV 0%

Stellar protocol upgrade guide; unrelated to provenance for research answers. - free public feed reference; no purchase or creator reward.

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

Chainlink on Stellar; unrelated to provenance for research answers. - free public feed reference; no purchase or creator reward.

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Stripe Blog - Why I tried to kill token billing (and why we kept it)$0 · EV 0%

Token billing pricing; unrelated to provenance for research answers. - free public feed reference; no purchase or creator reward.

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Stripe Blog - New ways for fintechs to move money and expand globally$0 · EV 0%

Fintech money movement; unrelated to provenance for research answers. - free public feed reference; no purchase or creator reward.

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Stripe Blog - Helping personal agents shop more intelligently and reliably with Link$0 · EV 0%

Personal agents shopping; unrelated to provenance for research answers. - free public feed reference; no purchase or creator reward.

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Supabase - How we made the Supabase Select 2026 badge$0 · EV 0%

Supabase Select badge; unrelated to provenance for research answers. - free public feed reference; no purchase or creator reward.

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

Supabase branch config; unrelated to provenance for research answers. - free public feed reference; no purchase or creator reward.

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Supabase - Introducing: Postgres Best Practices$0 · EV 0%

Postgres best practices for AI agents; unrelated to provenance for research answers. - free public feed reference; no purchase or creator reward.

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

Children's song metadata; no relevance to provenance. - free public feed reference; no purchase or creator reward.

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

Halloween kids songs; no relevance to provenance. - free public feed reference; no purchase or creator reward.

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

Tailscale performance; unrelated to provenance. - 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's Muse agent networking; unrelated to provenance. - free public feed reference; no purchase or creator reward.

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Tailscale - Codex Cloud shipped with Tailscale support. Nobody told us.$0 · EV 0%

Codex Cloud Tailscale support; unrelated to provenance. - free public feed reference; no purchase or creator reward.

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Tailscale - It's time to make your own RSS reader$0 · EV 0%

Self-hosted RSS reader; unrelated to provenance. - free public feed reference; no purchase or creator reward.

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

JSON.stringify performance; unrelated to provenance. - free public feed reference; no purchase or creator reward.

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V8 - WebAssembly JSPI is going to origin trial$0 · EV 0%

WebAssembly JSPI origin trial; unrelated to provenance. - free public feed reference; no purchase or creator reward.

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V8 - Speculative Optimizations for WebAssembly using Deopts and Inlining$0 · EV 0%

WebAssembly speculative optimizations; unrelated to provenance. - free public feed reference; no purchase or creator reward.

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

WebAssembly JSPI new API; unrelated to provenance. - free public feed reference; no purchase or creator reward.

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

Essay on human vs model cognition; unrelated to provenance. - free public feed reference; no purchase or creator reward.

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Vicki Boykis - Write for people$0 · EV 0%

Writing for people; unrelated to provenance. - free public feed reference; no purchase or creator reward.

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

Bad code metaphor; unrelated to provenance. - free public feed reference; no purchase or creator reward.

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vLLM - Finish RL Training Faster: Bitwise-Consistent, High-Performance, Agent-Driven$0 · EV 0%

RL training performance; unrelated to provenance. - free public feed reference; no purchase or creator reward.

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vLLM - Serving Reflection Beam on vLLM from Day 0$0 · EV 0%

Serving Reflection Beam; unrelated to provenance. - free public feed reference; no purchase or creator reward.

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W3C Blog - W3C launches first pilot of program to support Open Source projects$0 · EV 0%

Open source program pilot; unrelated to provenance. - free public feed reference; no purchase or creator reward.

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W3C Blog - W3C IRC bots now open source$0 · EV 0%

IRC bots open source; unrelated to provenance. - free public feed reference; no purchase or creator reward.

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

Generative UI and WebSkill seminar; unrelated to provenance. - free public feed reference; no purchase or creator reward.

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

EPUB 3.4 update; unrelated to provenance. - free public feed reference; no purchase or creator reward.

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

Interop 2027 coding agent features; unrelated to provenance. - free public feed reference; no purchase or creator reward.

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

Article about new web platform features in September 2026; unrelated to provenance for research answers. - free public feed reference; no purchase or creator reward.

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WebKit - Fixing Top-Level Await in Safari$0 · EV 0%

Article about top-level await in Safari; unrelated to provenance for research answers. - free public feed reference; no purchase or creator reward.

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

Article about Interop 2027 proposals; unrelated to provenance for research answers. - free public feed reference; no purchase or creator reward.

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

Safari Technology Preview release notes; unrelated to provenance for research answers. - free public feed reference; no purchase or creator reward.

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

Safari Technology Preview release notes; unrelated to provenance for research answers. - free public feed reference; no purchase or creator reward.

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Wikimedia Diff - Representation, Visibility, and Contact Zones: the North America Hub at WikiConference North America 2026$0 · EV 0%

Wikimedia conference report; unrelated to provenance for research answers. - free public feed reference; no purchase or creator reward.

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Wikimedia Diff - Bringing Wikimedia to the Community: My Experience at the Festival Bahasa dan Budaya Dusun Sabah 2026 (FEBBEDS 2026)$0 · EV 0%

Wikimedia community festival report; unrelated to provenance for research answers. - 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 payment protocol announcement; unrelated to provenance for research answers. - free public feed reference; no purchase or creator reward.

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x402 - Linux Foundation Appoints Michael Hursta as Executive Director of the x402 Foundation$0 · EV 0%

x402 foundation executive director appointment; unrelated to provenance for research answers. - free public feed reference; no purchase or creator reward.

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Supply Chain Traceability: Challenges and Proven Solution$0 · EV 0%

Supply chain traceability challenges; unrelated to provenance for research answers. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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Supply chain traceability: a review of the benefits and its ...$0 · EV 0%

Supply chain traceability review; unrelated to provenance for research answers. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Supply Chain Traceability: Benefits, Challenges, and Examples$0 · EV 0%

Supply chain traceability benefits and challenges; unrelated to provenance for research answers. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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Supply Chain Traceability Challenges: 5 Causes + Fixes$0 · EV 0%

Supply chain traceability challenges; unrelated to provenance for research answers. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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Key Traceability Challenges - Jama Software$0 · EV 0%

Requirements traceability challenges; unrelated to provenance for research answers. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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Why Traceability Is Essential in Manufacturing: Challenges and Strategies for Global Industry | SATO$0 · EV 0%

Manufacturing traceability challenges; unrelated to provenance for research answers. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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Supply Chain Traceability Best Practices | TradeBeyond$0 · EV 0%

Supply chain traceability best practices; unrelated to provenance for research answers. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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A Guide to Traceability: A Practical Approach to Advance Sustainability in Global Supply Chains$0 · EV 0%

YouTube video on supply chain traceability; unrelated to provenance for research answers. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

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What Is Supply Chain Traceability? Challenges & Best ...$0 · EV 0%

Supply chain traceability overview; unrelated to provenance for research answers. - free public original-page READ selection (not a cache hit); no purchase or creator reward.

DecideSKIP
Agri-food traceability today: Advancing innovation towards efficiency, sustainability, ethical sourcing, and safety in food supply chains$0 · EV 0%

Agri-food traceability article; unrelated to provenance for research answers. - 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 0%

The source is Keryx engineering documentation about recovering a paid research job, which is unrelated to provenance information for research answers with source excerpts. It does not address any of the requested targets.

Fetch

Agent spend wallet ready: 0x9e88d16c3ecb07b9e84df13ef38dd6b673bd285c (balance sufficient)

Fetch

Reused cached Keryx owner release notes — first-party validation — Keryx v0.27.65 (free) — S1

Sufficiency

Sub-claim "What provenance information should be retained so another la…": 10% covered by S1

Sufficiency

Sub-claim "What are the key components of provenance for research answe…": 10% covered by S1

Sufficiency

Sub-claim "What standards or best practices exist for documenting prove…": 0% covered

Sufficiency

Sub-claim "What are the limitations or challenges in retaining sufficie…": 0% covered

Sufficiency

The gathered source is a release notes excerpt from Keryx v0.27.65. It contains several entries mentioning provenance-related features: 'fix(history): retain verified private research run provenance', 'fix(history): expose owner history on verified SQLite deployment', 'feat(storage): enable native run ownership and privacy', and 'docs: show Hieu user-led research paper and reproducible output'. These entries indicate that the software retains provenance for research runs, exposes owner history, and supports reproducible output. However, the release notes do not describe what specific provenance information should be retained, nor do they provide components, standards, best practices, or limitations. They only signal that provenance retention is a feature. Therefore, for the first sub-claim, the source provides only a topical mention without an answer. For the second sub-claim, no components are described. For the third, no standards or best practices are mentioned. For the fourth, no limitations or challenges are discussed. Coverage is low for all sub-claims. The assessment does not establish a complete supported answer for every requested part.

Fetch

Read arXiv cs.AI paper announcements - Witness Overlap: Directional Provenance Inside Open-Weight Model Families - free public feed reference, no creator payment - S2

Sufficiency

Sub-claim "What provenance information should be retained so another la…": 0% covered

Sufficiency

Sub-claim "What are the key components of provenance for research answe…": 0% covered

Sufficiency

Sub-claim "What standards or best practices exist for documenting prove…": 0% covered

Sufficiency

Sub-claim "What are the limitations or challenges in retaining sufficie…": 0% covered

Sufficiency

The gathered sources are a release notes page (S1) and an arXiv abstract (S2). S1 mentions provenance retention in a software context but does not describe what provenance information should be retained for sharing research answers with source excerpts. S2 discusses model provenance audits but does not address provenance for research answers or source excerpts. Therefore, none of the sub-claims are answered by the supplied passages. The assessment does not establish a complete supported answer for every requested part.

Fetch

Read arXiv cs.AI paper announcements - From Research Goals to Scientific Closure: Evaluating Agents Through Evidence-Supported Physics Research - free public feed reference, no creator payment - S3

Sufficiency

Sub-claim "What provenance information should be retained so another la…": 0% covered

Sufficiency

Sub-claim "What are the key components of provenance for research answe…": 0% covered

Sufficiency

Sub-claim "What standards or best practices exist for documenting prove…": 0% covered

Sufficiency

Sub-claim "What are the limitations or challenges in retaining sufficie…": 0% covered

Sufficiency

The gathered sources do not directly answer the question about provenance information for sharing research answers with source excerpts. S1 is release notes mentioning provenance retention features but lacks details on what information to retain. S2 and S3 are abstracts about model provenance and research evaluation, not about documenting provenance for shared answers. None provide standards, best practices, or limitations for provenance in research answer sharing. The assessment does not establish a complete supported answer for every requested part.

Re-evaluate

Sub-claim "What provenance information should be retained so another la…": 10% covered — No gathered passage directly answers what provenance information should be retained for tracing research answers from source excerpts. S1 mentions 'retain verified private research run provenance' but does not specify what information to retain. S2 and S3 are unrelated to provenance documentation for research answers.

Re-evaluate

Sub-claim "What are the key components of provenance for research answe…": 10% covered — No passage lists key components of provenance for research answers with source excerpts. S1's mention of 'retain verified private research run provenance' is only a topical reference without component details.

Re-evaluate

Sub-claim "What standards or best practices exist for documenting prove…": 0% covered — None of the gathered passages discuss standards or best practices for documenting provenance in research answer sharing.

Re-evaluate

Sub-claim "What are the limitations or challenges in retaining sufficie…": 0% covered — No gathered passage addresses limitations or challenges in retaining provenance for traceability.

Re-evaluate

All four sub-claims have coverage below 0.5. The skipped sources include several web pages on supply chain traceability challenges and best practices, which may contain relevant information about provenance, traceability, and challenges. These sources are free and could help fill the gaps. The remaining budget is 0.025, and all recommended sources have price 0, so they are affordable.

Re-evaluate

READ original public page https://digiprodpass.com/blogs/supply-chain-traceability-challenges-and-proven-solution, 0 USDC - S4

Re-evaluate

Attention budget reached 4 source(s); stopping gap expansion.

Sufficiency

Final check — "What provenance information should be retained so another la…": 0% assessed

Sufficiency

Final check — "What are the key components of provenance for research answe…": 0% assessed

Sufficiency

Final check — "What standards or best practices exist for documenting prove…": 0% assessed

Sufficiency

Final check — "What are the limitations or challenges in retaining sufficie…": 20% assessed by S4

Sufficiency

Final coverage assessment — The gathered sources provide limited direct guidance on provenance for research answers with source excerpts. S1 is a release note mentioning provenance retention but no details. S2 and S3 are abstracts about model provenance and research closure, not answer provenance. S4 discusses supply chain traceability, which is analogous but not specific to research answer sharing. No source provides standards or best practices for documenting provenance in research answer sharing. 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

Delivering 4 summary sentence(s), each tied to one checked verbatim excerpt; complete synthesis remains unverified.

Evidence

Source-matched public excerpt (no creator reward) — S2, research target 1, proposed support 60% (estimate, not entailment): “Motivated by this idea, and by the empirically observed asymmetry between parent-anchored and child-anchored witness-overlap distributions, …”

Evidence

Source-matched public excerpt (no creator reward) — S2, research target 2, proposed support 50% (estimate, not entailment): “Motivated by this idea, and by the empirically observed asymmetry between parent-anchored and child-anchored witness-overlap distributions, …”

Evidence

Source-matched public excerpt (no creator reward) — S4, research target 3, proposed support 60% (estimate, not entailment): “Each partner must be able to collect and share accurate data in a standardised format to maintain transparency across the supply chain.”

Evidence

Source-matched public excerpt (no creator reward) — S4, research target 4, proposed support 70% (estimate, not entailment): “Without this alignment, achieving full traceability in global operations is exceptionally difficult.”

Synthesize

Prepared a sentence-cited summary from 2 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: 4 sub-claims remain below the evidence threshold.

Attribute

arXiv cs.AI paper announcements contributed 60% - free public reference; reward share withheld

Attribute

digiprodpass.com contributed 40% - free public reference; reward share withheld

Settle

Keryx operating allocation $0.025000 for unclaimed public citations; sponsored by Keryx, separate from creator rewards.

Settle

Settled $0.025000 Keryx operating fee for unclaimed public citations.

Done

Done. Spent $0.025 across 1 confirmed/simulated payment(s); Keryx operating fees are separate from creator rewards.

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

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
Recorded decisions can be replayed
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
adb6c39e62ac3081187d6ca25cf2c02cebdcebcb9b299e5cc911590dae403ed1

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
SKIP178
CACHE1
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: 1 · Candidate rounds with continuing checks only: 0

CandidateRead roundModel proposedSelected planCheckpointCode resultReason / rule
1810CACHECACHEselectionCONTINUEselected-plan
120CACHECACHEselectionCONTINUEselected-plan
130CACHECACHEselectionCONTINUEselected-plan
10SKIPSKIPselectionSKIPplan-skip
20SKIPSKIPselectionSKIPplan-skip
30SKIPSKIPselectionSKIPplan-skip
40SKIPSKIPselectionSKIPplan-skip
50SKIPSKIPselectionSKIPplan-skip
60SKIPSKIPselectionSKIPplan-skip
70SKIPSKIPselectionSKIPplan-skip
80SKIPSKIPselectionSKIPplan-skip
90SKIPSKIPselectionSKIPplan-skip
100SKIPSKIPselectionSKIPplan-skip
110SKIPSKIPselectionSKIPplan-skip
140SKIPSKIPselectionSKIPplan-skip
150SKIPSKIPselectionSKIPplan-skip
160SKIPSKIPselectionSKIPplan-skip
170SKIPSKIPselectionSKIPplan-skip
180SKIPSKIPselectionSKIPplan-skip
190SKIPSKIPselectionSKIPplan-skip
200SKIPSKIPselectionSKIPplan-skip
210SKIPSKIPselectionSKIPplan-skip
220SKIPSKIPselectionSKIPplan-skip
230SKIPSKIPselectionSKIPplan-skip
240SKIPSKIPselectionSKIPplan-skip
250SKIPSKIPselectionSKIPplan-skip
260SKIPSKIPselectionSKIPplan-skip
270SKIPSKIPselectionSKIPplan-skip
280SKIPSKIPselectionSKIPplan-skip
290SKIPSKIPselectionSKIPplan-skip
300SKIPSKIPselectionSKIPplan-skip
310SKIPSKIPselectionSKIPplan-skip
320SKIPSKIPselectionSKIPplan-skip
330SKIPSKIPselectionSKIPplan-skip
340SKIPSKIPselectionSKIPplan-skip
350SKIPSKIPselectionSKIPplan-skip
360SKIPSKIPselectionSKIPplan-skip
370SKIPSKIPselectionSKIPplan-skip
380SKIPSKIPselectionSKIPplan-skip
390SKIPSKIPselectionSKIPplan-skip
400SKIPSKIPselectionSKIPplan-skip
410SKIPSKIPselectionSKIPplan-skip
420SKIPSKIPselectionSKIPplan-skip
430SKIPSKIPselectionSKIPplan-skip
440SKIPSKIPselectionSKIPplan-skip
450SKIPSKIPselectionSKIPplan-skip
460SKIPSKIPselectionSKIPplan-skip
470SKIPSKIPselectionSKIPplan-skip
480SKIPSKIPselectionSKIPplan-skip
490SKIPSKIPselectionSKIPplan-skip
500SKIPSKIPselectionSKIPplan-skip
510SKIPSKIPselectionSKIPplan-skip
520SKIPSKIPselectionSKIPplan-skip
530SKIPSKIPselectionSKIPplan-skip
540SKIPSKIPselectionSKIPplan-skip
550SKIPSKIPselectionSKIPplan-skip
560SKIPSKIPselectionSKIPplan-skip
570SKIPSKIPselectionSKIPplan-skip
580SKIPSKIPselectionSKIPplan-skip
590SKIPSKIPselectionSKIPplan-skip
600SKIPSKIPselectionSKIPplan-skip
610SKIPSKIPselectionSKIPplan-skip
620SKIPSKIPselectionSKIPplan-skip
630SKIPSKIPselectionSKIPplan-skip
640SKIPSKIPselectionSKIPplan-skip
650SKIPSKIPselectionSKIPplan-skip
660SKIPSKIPselectionSKIPplan-skip
670SKIPSKIPselectionSKIPplan-skip
680SKIPSKIPselectionSKIPplan-skip
690SKIPSKIPselectionSKIPplan-skip
700SKIPSKIPselectionSKIPplan-skip
710SKIPSKIPselectionSKIPplan-skip
720SKIPSKIPselectionSKIPplan-skip
730SKIPSKIPselectionSKIPplan-skip
740SKIPSKIPselectionSKIPplan-skip
750SKIPSKIPselectionSKIPplan-skip
760SKIPSKIPselectionSKIPplan-skip
770SKIPSKIPselectionSKIPplan-skip
780SKIPSKIPselectionSKIPplan-skip
790SKIPSKIPselectionSKIPplan-skip
800SKIPSKIPselectionSKIPplan-skip
810SKIPSKIPselectionSKIPplan-skip
820SKIPSKIPselectionSKIPplan-skip
830SKIPSKIPselectionSKIPplan-skip
840SKIPSKIPselectionSKIPplan-skip
850SKIPSKIPselectionSKIPplan-skip
860SKIPSKIPselectionSKIPplan-skip
870SKIPSKIPselectionSKIPplan-skip
880SKIPSKIPselectionSKIPplan-skip
890SKIPSKIPselectionSKIPplan-skip
900SKIPSKIPselectionSKIPplan-skip
910SKIPSKIPselectionSKIPplan-skip
920SKIPSKIPselectionSKIPplan-skip
930SKIPSKIPselectionSKIPplan-skip
940SKIPSKIPselectionSKIPplan-skip
950SKIPSKIPselectionSKIPplan-skip
960SKIPSKIPselectionSKIPplan-skip
970SKIPSKIPselectionSKIPplan-skip
980SKIPSKIPselectionSKIPplan-skip
990SKIPSKIPselectionSKIPplan-skip
1000SKIPSKIPselectionSKIPplan-skip
1010SKIPSKIPselectionSKIPplan-skip
1020SKIPSKIPselectionSKIPplan-skip
1030SKIPSKIPselectionSKIPplan-skip
1040SKIPSKIPselectionSKIPplan-skip
1050SKIPSKIPselectionSKIPplan-skip
1060SKIPSKIPselectionSKIPplan-skip
1070SKIPSKIPselectionSKIPplan-skip
1080SKIPSKIPselectionSKIPplan-skip
1090SKIPSKIPselectionSKIPplan-skip
1100SKIPSKIPselectionSKIPplan-skip
1110SKIPSKIPselectionSKIPplan-skip
1120SKIPSKIPselectionSKIPplan-skip
1130SKIPSKIPselectionSKIPplan-skip
1140SKIPSKIPselectionSKIPplan-skip
1150SKIPSKIPselectionSKIPplan-skip
1160SKIPSKIPselectionSKIPplan-skip
1170SKIPSKIPselectionSKIPplan-skip
1180SKIPSKIPselectionSKIPplan-skip
1190SKIPSKIPselectionSKIPplan-skip
1200SKIPSKIPselectionSKIPplan-skip
1210SKIPSKIPselectionSKIPplan-skip
1220SKIPSKIPselectionSKIPplan-skip
1230SKIPSKIPselectionSKIPplan-skip
1240SKIPSKIPselectionSKIPplan-skip
1250SKIPSKIPselectionSKIPplan-skip
1260SKIPSKIPselectionSKIPplan-skip
1270SKIPSKIPselectionSKIPplan-skip
1280SKIPSKIPselectionSKIPplan-skip
1290SKIPSKIPselectionSKIPplan-skip
1300SKIPSKIPselectionSKIPplan-skip
1310SKIPSKIPselectionSKIPplan-skip
1320SKIPSKIPselectionSKIPplan-skip
1330SKIPSKIPselectionSKIPplan-skip
1340SKIPSKIPselectionSKIPplan-skip
1350SKIPSKIPselectionSKIPplan-skip
1360SKIPSKIPselectionSKIPplan-skip
1370SKIPSKIPselectionSKIPplan-skip
1380SKIPSKIPselectionSKIPplan-skip
1390SKIPSKIPselectionSKIPplan-skip
1400SKIPSKIPselectionSKIPplan-skip
1410SKIPSKIPselectionSKIPplan-skip
1420SKIPSKIPselectionSKIPplan-skip
1430SKIPSKIPselectionSKIPplan-skip
1440SKIPSKIPselectionSKIPplan-skip
1450SKIPSKIPselectionSKIPplan-skip
1460SKIPSKIPselectionSKIPplan-skip
1470SKIPSKIPselectionSKIPplan-skip
1480SKIPSKIPselectionSKIPplan-skip
1490SKIPSKIPselectionSKIPplan-skip
1500SKIPSKIPselectionSKIPplan-skip
1510SKIPSKIPselectionSKIPplan-skip
1520SKIPSKIPselectionSKIPplan-skip
1530SKIPSKIPselectionSKIPplan-skip
1540SKIPSKIPselectionSKIPplan-skip
1550SKIPSKIPselectionSKIPplan-skip
1560SKIPSKIPselectionSKIPplan-skip
1570SKIPSKIPselectionSKIPplan-skip
1580SKIPSKIPselectionSKIPplan-skip
1590SKIPSKIPselectionSKIPplan-skip
1600SKIPSKIPselectionSKIPplan-skip
1610SKIPSKIPselectionSKIPplan-skip
1620SKIPSKIPselectionSKIPplan-skip
1630SKIPSKIPselectionSKIPplan-skip
1640SKIPSKIPselectionSKIPplan-skip
1650SKIPSKIPselectionSKIPplan-skip
1660SKIPSKIPselectionSKIPplan-skip
1670SKIPSKIPselectionSKIPplan-skip
1680SKIPSKIPselectionSKIPplan-skip
1690SKIPSKIPselectionSKIPplan-skip
1700SKIPSKIPselectionSKIPplan-skip
1710SKIPSKIPselectionSKIPplan-skip
1720SKIPSKIPselectionSKIPplan-skip
1730SKIPSKIPselectionSKIPplan-skip
1740SKIPSKIPselectionSKIPplan-skip
1750SKIPSKIPselectionSKIPplan-skip
1760SKIPSKIPselectionSKIPplan-skip
1770SKIPSKIPselectionSKIPplan-skip
1780SKIPSKIPselectionSKIPplan-skip
1790SKIPSKIPselectionSKIPplan-skip
1800SKIPSKIPselectionSKIPplan-skip
1820SKIPSKIPselectionSKIPplan-skip
1810CACHECACHEduplicateCONTINUEduplicate
1810CACHECACHEpublic-routeCONTINUEpublic-channel
1810CACHECACHEpublic-routeCONTINUEpublic-channel
1810CACHECACHEpresentCONTINUEmissing-source
1810CACHECACHEfundingCONTINUEfunding-unavailable
1810CACHECACHEtermsCONTINUEterms
1810CACHECACHEduplicateCONTINUEduplicate
1810CACHECACHEduplicateCONTINUEduplicate
1810CACHECACHErightsCONTINUErights
1810CACHECACHEreviewCONTINUEhuman-review
1810CACHECACHEreview-verdictCONTINUEadmitted
1810CACHECACHEchannelCACHEdelivery-channel
1810CACHECACHEsufficiencyCONTINUEsufficiency
120CACHECACHEduplicateCONTINUEduplicate
120CACHECACHEpublic-routeCONTINUEpublic-channel
120CACHECACHEpublic-routeFREEpublic-channel
120CACHECACHEduplicateCONTINUEduplicate
120CACHECACHEsufficiencyCONTINUEsufficiency
130CACHECACHEduplicateCONTINUEduplicate
130CACHECACHEpublic-routeCONTINUEpublic-channel
130CACHECACHEpublic-routeFREEpublic-channel
130CACHECACHEduplicateCONTINUEduplicate
130CACHECACHEsufficiencyCONTINUEsufficiency
Run context0——expansionCONTINUEexpansion
Run context1——attentionCONTINUEattention
Run context1——recommendationCONTINUEengine-recommendation
Run context1——recommendationCONTINUEengine-recommendation
1711BUYSKIPduplicateCONTINUEduplicate
1711BUYSKIPdiscussionCONTINUEdiscussion
1711BUYSKIPattentionCONTINUEattention
1711BUYSKIPpublic-routeFREEpublic-channel
1721BUYSKIPduplicateCONTINUEduplicate
1721BUYSKIPdiscussionCONTINUEdiscussion
1721BUYSKIPattentionSTOPattention

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