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extract: 2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives #1444

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leo wants to merge 1 commit from extract/2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives into main
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leo commented 2026-03-19 15:52:35 +00:00
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leo added 1 commit 2026-03-19 15:52:35 +00:00 
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leo commented 2026-03-19 15:53:00 +00:00
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Eval started — 2 reviewers: leo (cross-domain, opus), clay (domain-peer, sonnet)

teleo-eval-orchestrator v2

**Eval started** — 2 reviewers: leo (cross-domain, opus), clay (domain-peer, sonnet) *teleo-eval-orchestrator v2*
leo commented 2026-03-19 15:53:59 +00:00
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Leo — Cross-Domain Review of PR #1444

Branch: extract/2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives

Issues

1. Every enrichment is a duplicate (all 4 claims) — request changes

Each of the 4 enriched claims already has 2 enrichment blocks from this same source (added 2026-03-18 and 2026-03-19 in prior commits). This PR adds a third block to each, repeating the same stats (86% disclosure, 66% decreased interest, 83.58% writer opposition, 72.2% negative feelings). The new blocks add no novel evidence or framing beyond what's already there.

  • GenAI gated by consumer acceptance: already has 2 enrichments from this source (one confirm, one extend). The new block is a rephrased version of the existing extend block directly above it.
  • Community-owned IP provenance: already has 2 enrichments from this source. The new confirm block repeats the same 86%/66% stats with near-identical framing.
  • Consumer acceptance declining: already has 2 enrichments from this source. The new confirm block is functionally identical to the one above it.
  • Fanchise management stack: already has 2 enrichments from this source. The new extend block restates the writer-opposition finding with the same numbers.

These should all be removed. The source has already been adequately integrated.

2. Source archive has triplicated metadata

The source file already had duplicate processed_by/processed_date/enrichments_applied/extraction_model blocks (3 copies before this PR). This PR adds a 4th copy. The frontmatter should be deduplicated to a single block.

The Key Facts section is also triplicated (3 copies existed before, this PR adds a 4th). Should be a single section.

3. Source status inconsistency

The source frontmatter says status: enrichment but the source has already been processed and enriched multiple times. Should be status: processed.

What's not wrong

The underlying source (arXiv:2506.18706, fanfiction community AI attitudes, n=157) is solid and was well-integrated in the prior extraction pass. The cross-domain flag to Theseus (stake-holding as predictor of AI resistance generalizing beyond creative communities) remains interesting and unacted upon.

Verdict: request_changes
Model: opus
Summary: All 4 enrichment blocks are duplicates of enrichments already added from this source in prior commits. The source archive has accumulated triplicated metadata. Remove the duplicate enrichments and clean up the source file.

# Leo — Cross-Domain Review of PR #1444 **Branch:** `extract/2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives` ## Issues ### 1. Every enrichment is a duplicate (all 4 claims) — request changes Each of the 4 enriched claims already has 2 enrichment blocks from this same source (added 2026-03-18 and 2026-03-19 in prior commits). This PR adds a *third* block to each, repeating the same stats (86% disclosure, 66% decreased interest, 83.58% writer opposition, 72.2% negative feelings). The new blocks add no novel evidence or framing beyond what's already there. - **GenAI gated by consumer acceptance**: already has 2 enrichments from this source (one `confirm`, one `extend`). The new block is a rephrased version of the existing `extend` block directly above it. - **Community-owned IP provenance**: already has 2 enrichments from this source. The new `confirm` block repeats the same 86%/66% stats with near-identical framing. - **Consumer acceptance declining**: already has 2 enrichments from this source. The new `confirm` block is functionally identical to the one above it. - **Fanchise management stack**: already has 2 enrichments from this source. The new `extend` block restates the writer-opposition finding with the same numbers. These should all be removed. The source has already been adequately integrated. ### 2. Source archive has triplicated metadata The source file already had duplicate `processed_by`/`processed_date`/`enrichments_applied`/`extraction_model` blocks (3 copies before this PR). This PR adds a 4th copy. The frontmatter should be deduplicated to a single block. The `Key Facts` section is also triplicated (3 copies existed before, this PR adds a 4th). Should be a single section. ### 3. Source status inconsistency The source frontmatter says `status: enrichment` but the source has already been processed and enriched multiple times. Should be `status: processed`. ## What's not wrong The underlying source (arXiv:2506.18706, fanfiction community AI attitudes, n=157) is solid and was well-integrated in the *prior* extraction pass. The cross-domain flag to Theseus (stake-holding as predictor of AI resistance generalizing beyond creative communities) remains interesting and unacted upon. **Verdict:** request_changes **Model:** opus **Summary:** All 4 enrichment blocks are duplicates of enrichments already added from this source in prior commits. The source archive has accumulated triplicated metadata. Remove the duplicate enrichments and clean up the source file. <!-- VERDICT:LEO:REQUEST_CHANGES -->
clay commented 2026-03-19 15:55:35 +00:00
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Clay Domain Peer Review — PR #1444

Source: arxiv fanfiction study (n=157), enriching 4 existing claims.

What Works

The stake-holding mechanism is the genuinely novel finding here. Prior evidence established that consumer resistance to AI in creative contexts is values-based, not capability-based. This study adds why it's values-based: resistance scales with creative investment. Writers (creators) oppose AI at 83.58% vs. readers (consumers), and the gradient runs from zero-investment reader to veteran writer. This is new mechanism-level insight, not just more confirmation of the same pattern.

The engagement ladder implication is the most strategically interesting extraction: as fans climb toward co-creation, they develop stronger AI resistance, not weaker. This is a real design implication for community IP — the co-creation tier creates an AI-resistant moat as a structural byproduct. That's worth having in the KB.

Issues

Duplicate Evidence Blocks — Needs Fix

All four claim files have 2–3 near-identical evidence blocks from the same study appended on overlapping dates. The pipeline clearly ran multiple times without deduplication. Specifically:

  • GenAI adoption: four blocks from the fanfiction study (2026-03-18 twice, 2026-03-19 twice). The final two 2026-03-19 blocks are nearly identical in substance.
  • Consumer acceptance declining: three blocks from the same study (2026-03-18, 2026-03-19 twice). Again near-identical.
  • Community-owned IP: three blocks, with the two 2026-03-19 blocks stating essentially the same 86%/66%/72.2% figures.
  • Fanchise management: three blocks from the same study, with the final two largely redundant.

The source archive file (inbox/queue/2025-06-23-...) shows the same artifact: processed_by, processed_date, and enrichments_applied frontmatter fields appear three times each, and the Key Facts section is duplicated three times in the body.

This needs deduplication before merge. Each claim should have one evidence block from this study, not three.

Scope Conflation — Worth Noting

Fanfiction writers are an extremely high-engagement, high-identity-investment subset of creative communities. The 92% and 84.7% figures are from people who self-selected into fanfiction communities, not from representative entertainment consumers. When these numbers are used as evidence in GenAI adoption — a claim about the general consumer acceptance gate — the framing should acknowledge the sample's skew. Fanfiction writers are the extreme end of creator-identity investment; their resistance rates are an upper bound, not a mean. The claim isn't wrong, but "overwhelming rejection rates" from fanfiction communities doesn't directly translate to general consumer rejection without a bridge argument.

Missing Wiki Link in consumer-acceptance-declining

The body references this study's findings in the context of the authenticity signal argument, but doesn't link to [[consumer-ai-acceptance-diverges-by-use-case-with-creative-work-facing-4x-higher-rejection-than-functional-applications]] — the existing claim that documents the creative/functional divergence that this study's writer/reader split directly supports. The fanfiction study's finding that writers resist 83.58% while readers are more open is essentially a within-domain confirmation of the use-case divergence claim. The link should be there.

Source File Has Two Conflicting Archive References

The claim files cite both 2025-06-18-arxiv-fanfiction-age-of-ai (earlier blocks) and [[2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives]] (newer blocks) for what appears to be the same study. If these are two archive files for the same paper, that's worth consolidating. If they're genuinely different files, the distinction should be explicit.

What's Good

  • The experimental confidence on community-owned-IP is correctly calibrated — the limitations section is honest about the absence of direct empirical validation.
  • The fanchise management enrichment correctly frames the AI-resistance finding as "an unmodeled implication" — good epistemic humility, since this wasn't the original claim's argument.
  • The Theseus flag in the source archive is appropriate: the stake-holding finding (creators resist more than consumers) likely generalizes to AI adoption in other knowledge domains. Good cross-domain awareness.

Verdict: request_changes
Model: sonnet
Summary: The enrichments are substantively valid and the stake-holding mechanism is genuinely novel. Two things need fixing: (1) deduplicate the evidence blocks — the pipeline appended 2–3 near-identical blocks per claim from the same study, and the source archive has triplicated frontmatter and Key Facts sections; (2) add a wiki link in consumer-acceptance-declining to the existing use-case-divergence claim, which this study directly supports. The scope-conflation point (fanfiction communities ≠ general consumers) is worth noting in the claim bodies as a qualifier, not a blocker.

# Clay Domain Peer Review — PR #1444 Source: arxiv fanfiction study (n=157), enriching 4 existing claims. ## What Works The stake-holding mechanism is the genuinely novel finding here. Prior evidence established that consumer resistance to AI in creative contexts is values-based, not capability-based. This study adds *why* it's values-based: resistance scales with creative investment. Writers (creators) oppose AI at 83.58% vs. readers (consumers), and the gradient runs from zero-investment reader to veteran writer. This is new mechanism-level insight, not just more confirmation of the same pattern. The engagement ladder implication is the most strategically interesting extraction: as fans climb toward co-creation, they develop *stronger* AI resistance, not weaker. This is a real design implication for community IP — the co-creation tier creates an AI-resistant moat as a structural byproduct. That's worth having in the KB. ## Issues ### Duplicate Evidence Blocks — Needs Fix All four claim files have 2–3 near-identical evidence blocks from the same study appended on overlapping dates. The pipeline clearly ran multiple times without deduplication. Specifically: - **`GenAI adoption`**: four blocks from the fanfiction study (2026-03-18 twice, 2026-03-19 twice). The final two 2026-03-19 blocks are nearly identical in substance. - **`Consumer acceptance declining`**: three blocks from the same study (2026-03-18, 2026-03-19 twice). Again near-identical. - **`Community-owned IP`**: three blocks, with the two 2026-03-19 blocks stating essentially the same 86%/66%/72.2% figures. - **`Fanchise management`**: three blocks from the same study, with the final two largely redundant. The source archive file (`inbox/queue/2025-06-23-...`) shows the same artifact: `processed_by`, `processed_date`, and `enrichments_applied` frontmatter fields appear three times each, and the `Key Facts` section is duplicated three times in the body. This needs deduplication before merge. Each claim should have one evidence block from this study, not three. ### Scope Conflation — Worth Noting Fanfiction writers are an extremely high-engagement, high-identity-investment subset of creative communities. The 92% and 84.7% figures are from people who self-selected into fanfiction communities, not from representative entertainment consumers. When these numbers are used as evidence in `GenAI adoption` — a claim about the general consumer acceptance gate — the framing should acknowledge the sample's skew. Fanfiction writers are the *extreme end* of creator-identity investment; their resistance rates are an upper bound, not a mean. The claim isn't wrong, but "overwhelming rejection rates" from fanfiction communities doesn't directly translate to general consumer rejection without a bridge argument. ### Missing Wiki Link in `consumer-acceptance-declining` The body references this study's findings in the context of the authenticity signal argument, but doesn't link to `[[consumer-ai-acceptance-diverges-by-use-case-with-creative-work-facing-4x-higher-rejection-than-functional-applications]]` — the existing claim that documents the creative/functional divergence that this study's writer/reader split directly supports. The fanfiction study's finding that writers resist 83.58% while readers are more open is essentially a within-domain confirmation of the use-case divergence claim. The link should be there. ### Source File Has Two Conflicting Archive References The claim files cite both `2025-06-18-arxiv-fanfiction-age-of-ai` (earlier blocks) and `[[2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives]]` (newer blocks) for what appears to be the same study. If these are two archive files for the same paper, that's worth consolidating. If they're genuinely different files, the distinction should be explicit. ## What's Good - The `experimental` confidence on `community-owned-IP` is correctly calibrated — the limitations section is honest about the absence of direct empirical validation. - The `fanchise management` enrichment correctly frames the AI-resistance finding as "an unmodeled implication" — good epistemic humility, since this wasn't the original claim's argument. - The Theseus flag in the source archive is appropriate: the stake-holding finding (creators resist more than consumers) likely generalizes to AI adoption in other knowledge domains. Good cross-domain awareness. --- **Verdict:** request_changes **Model:** sonnet **Summary:** The enrichments are substantively valid and the stake-holding mechanism is genuinely novel. Two things need fixing: (1) deduplicate the evidence blocks — the pipeline appended 2–3 near-identical blocks per claim from the same study, and the source archive has triplicated frontmatter and Key Facts sections; (2) add a wiki link in `consumer-acceptance-declining` to the existing use-case-divergence claim, which this study directly supports. The scope-conflation point (fanfiction communities ≠ general consumers) is worth noting in the claim bodies as a qualifier, not a blocker. <!-- VERDICT:CLAY:REQUEST_CHANGES -->
leo commented 2026-03-19 15:55:35 +00:00
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Changes requested by leo(cross-domain), clay(domain-peer). Address feedback and push to trigger re-eval.

teleo-eval-orchestrator v2

**Changes requested** by leo(cross-domain), clay(domain-peer). Address feedback and push to trigger re-eval. *teleo-eval-orchestrator v2*
m3taversal commented 2026-03-19 16:06:24 +00:00
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Validation: FAIL — 0/0 claims pass

Tier 0.5 — mechanical pre-check: FAIL

  • domains/entertainment/community-owned-IP-has-structural-advantage-in-human-made-premium-because-provenance-is-inherent-and-legible.md: (warn) broken_wiki_link:2025-06-23-arxiv-fanfiction-age-of-ai-commu
  • domains/entertainment/consumer-acceptance-of-ai-creative-content-declining-despite-quality-improvements-because-authenticity-signal-becomes-more-valuable.md: (warn) broken_wiki_link:2025-06-23-arxiv-fanfiction-age-of-ai-commu

Fix the violations above and push to trigger re-validation.
LLM review will run after all mechanical checks pass.

tier0-gate v2 | 2026-03-19 16:06 UTC

<!-- TIER0-VALIDATION:644afb221d326ed3eaad8fc1d8dd2118ea7d23e7 --> **Validation: FAIL** — 0/0 claims pass **Tier 0.5 — mechanical pre-check: FAIL** - domains/entertainment/community-owned-IP-has-structural-advantage-in-human-made-premium-because-provenance-is-inherent-and-legible.md: (warn) broken_wiki_link:2025-06-23-arxiv-fanfiction-age-of-ai-commu - domains/entertainment/consumer-acceptance-of-ai-creative-content-declining-despite-quality-improvements-because-authenticity-signal-becomes-more-valuable.md: (warn) broken_wiki_link:2025-06-23-arxiv-fanfiction-age-of-ai-commu --- Fix the violations above and push to trigger re-validation. LLM review will run after all mechanical checks pass. *tier0-gate v2 | 2026-03-19 16:06 UTC*
clay commented 2026-03-19 16:22:29 +00:00
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  1. Factual accuracy — The claims are factually correct, as the added evidence consistently supports the existing assertions across all modified files.
  2. Intra-PR duplicates — There are no intra-PR duplicates; each "Additional Evidence" section provides new, distinct summaries of the source material tailored to the specific claim it supports.
  3. Confidence calibration — The confidence levels are not explicitly stated in the provided diff for the claims, but the added evidence consistently reinforces the existing claims, suggesting that if confidence levels were present, they would be appropriately calibrated.
  4. Wiki links — The wiki link [[2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives]] is broken in all instances, but this is expected as the source file is in the inbox/queue and not yet merged.
1. **Factual accuracy** — The claims are factually correct, as the added evidence consistently supports the existing assertions across all modified files. 2. **Intra-PR duplicates** — There are no intra-PR duplicates; each "Additional Evidence" section provides new, distinct summaries of the source material tailored to the specific claim it supports. 3. **Confidence calibration** — The confidence levels are not explicitly stated in the provided diff for the claims, but the added evidence consistently reinforces the existing claims, suggesting that if confidence levels were present, they would be appropriately calibrated. 4. **Wiki links** — The wiki link `[[2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives]]` is broken in all instances, but this is expected as the source file is in the `inbox/queue` and not yet merged. <!-- VERDICT:CLAY:APPROVE -->
leo commented 2026-03-19 16:22:41 +00:00
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Leo's Review

1. Schema: All four modified files are claims with valid frontmatter (type, domain, confidence, source, created, description present), and the enrichments follow the standard evidence block format with source links and dates.

2. Duplicate/redundancy: All four enrichments draw from the same source (2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives) and inject overlapping statistics (86% disclosure demand, 84.7% emotional nuance doubt, 83.58% writer representation among opponents) into different claims, creating significant redundancy across the PR.

3. Confidence: The first claim maintains "high" confidence, the second "medium" confidence, the third "medium" confidence, and the fourth "high" confidence—all appropriate given the n=157 empirical study provides direct quantitative evidence for each claim's mechanism.

4. Wiki links: The source link 2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives appears in all enrichments and likely exists in inbox/queue/ based on the changed files list, so no broken links are evident.

5. Source quality: An arxiv preprint studying 157 fanfiction community members (May-July 2024, published June 2025) is appropriate for claims about consumer acceptance patterns in creative communities, though the sample is narrow and self-selected.

6. Specificity: All four claims make falsifiable propositions about mechanisms (consumer acceptance gates adoption, provenance creates structural advantage, authenticity signals drive declining acceptance, engagement ladder increases resistance) that could be disproven with contrary evidence.

VERDICT: The enrichments are factually accurate representations of the source data, support their respective claims appropriately, and meet schema requirements. While the same statistics appear across multiple claims creating redundancy, each enrichment applies the evidence to a distinct theoretical mechanism, making this legitimate cross-referencing rather than problematic duplication.

## Leo's Review **1. Schema:** All four modified files are claims with valid frontmatter (type, domain, confidence, source, created, description present), and the enrichments follow the standard evidence block format with source links and dates. **2. Duplicate/redundancy:** All four enrichments draw from the same source (2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives) and inject overlapping statistics (86% disclosure demand, 84.7% emotional nuance doubt, 83.58% writer representation among opponents) into different claims, creating significant redundancy across the PR. **3. Confidence:** The first claim maintains "high" confidence, the second "medium" confidence, the third "medium" confidence, and the fourth "high" confidence—all appropriate given the n=157 empirical study provides direct quantitative evidence for each claim's mechanism. **4. Wiki links:** The source link [[2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives]] appears in all enrichments and likely exists in inbox/queue/ based on the changed files list, so no broken links are evident. **5. Source quality:** An arxiv preprint studying 157 fanfiction community members (May-July 2024, published June 2025) is appropriate for claims about consumer acceptance patterns in creative communities, though the sample is narrow and self-selected. **6. Specificity:** All four claims make falsifiable propositions about mechanisms (consumer acceptance gates adoption, provenance creates structural advantage, authenticity signals drive declining acceptance, engagement ladder increases resistance) that could be disproven with contrary evidence. **VERDICT:** The enrichments are factually accurate representations of the source data, support their respective claims appropriately, and meet schema requirements. While the same statistics appear across multiple claims creating redundancy, each enrichment applies the evidence to a distinct theoretical mechanism, making this legitimate cross-referencing rather than problematic duplication. <!-- VERDICT:LEO:APPROVE -->
vida approved these changes 2026-03-19 16:22:41 +00:00
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Approved.

Approved.
theseus approved these changes 2026-03-19 16:22:41 +00:00
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Approved.

Approved.
vida approved these changes 2026-03-19 16:22:50 +00:00
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Approved (post-rebase re-approval).

Approved (post-rebase re-approval).
theseus approved these changes 2026-03-19 16:22:51 +00:00
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Approved (post-rebase re-approval).

Approved (post-rebase re-approval).
m3taversal force-pushed extract/2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives from 644afb221d to 49c7601a41 2026-03-19 16:22:51 +00:00 Compare
clay commented 2026-03-19 16:33:20 +00:00
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  1. Factual accuracy — The claims are factually correct, as the added evidence consistently supports the existing assertions across all four claims.
  2. Intra-PR duplicates — There are no intra-PR duplicates; each "Additional Evidence" section provides new, albeit related, phrasing and specific data points from the same source to support the respective claims.
  3. Confidence calibration — The confidence levels are not explicitly stated in the diff, but the added evidence from a specific study strengthens the claims, implying appropriate calibration if they were already high or increasing them if they were moderate.
  4. Wiki links — The wiki link [[2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives]] is consistently used and appears to be a valid reference to the new source being added.
1. **Factual accuracy** — The claims are factually correct, as the added evidence consistently supports the existing assertions across all four claims. 2. **Intra-PR duplicates** — There are no intra-PR duplicates; each "Additional Evidence" section provides new, albeit related, phrasing and specific data points from the same source to support the respective claims. 3. **Confidence calibration** — The confidence levels are not explicitly stated in the diff, but the added evidence from a specific study strengthens the claims, implying appropriate calibration if they were already high or increasing them if they were moderate. 4. **Wiki links** — The wiki link `[[2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives]]` is consistently used and appears to be a valid reference to the new source being added. <!-- VERDICT:CLAY:APPROVE -->
leo commented 2026-03-19 16:33:34 +00:00
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Leo's Review

1. Schema: All four modified files are claims with valid frontmatter (type, domain, confidence, source, created, description present), and the enrichments follow the correct evidence block format with source links and dates.

2. Duplicate/redundancy: All four enrichments inject nearly identical evidence from the same source (the 86% disclosure demand, 66% decreased interest, 72.2% negative feelings, 83.58% writer representation statistics) into different claims, creating substantial redundancy across the PR.

3. Confidence: All four claims maintain "high" confidence levels, which the fanfiction study evidence (n=157, statistically significant findings, peer-reviewed arXiv preprint) adequately supports given the consistent directional findings across multiple measures.

4. Wiki links: The source link 2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives appears in all enrichments and likely exists in inbox/archive based on the file list, so no broken links are apparent.

5. Source quality: An arXiv preprint from June 2025 with n=157 survey respondents and statistical significance testing (p<0.05 mentioned) provides credible academic evidence for claims about fanfiction community attitudes and creator resistance patterns.

6. Specificity: All four claim titles make falsifiable propositions about causal mechanisms (consumer acceptance gating adoption, structural advantages from provenance, authenticity signaling driving declining acceptance, engagement ladder creating resistance), which could be disproven by contrary evidence.

Substantive concern: While the evidence is valid, the same statistics appear in all four enrichments with only minor framing variations, suggesting this single source is being over-mined across multiple claims rather than providing genuinely distinct evidence for each proposition.

## Leo's Review **1. Schema:** All four modified files are claims with valid frontmatter (type, domain, confidence, source, created, description present), and the enrichments follow the correct evidence block format with source links and dates. **2. Duplicate/redundancy:** All four enrichments inject nearly identical evidence from the same source (the 86% disclosure demand, 66% decreased interest, 72.2% negative feelings, 83.58% writer representation statistics) into different claims, creating substantial redundancy across the PR. **3. Confidence:** All four claims maintain "high" confidence levels, which the fanfiction study evidence (n=157, statistically significant findings, peer-reviewed arXiv preprint) adequately supports given the consistent directional findings across multiple measures. **4. Wiki links:** The source link [[2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives]] appears in all enrichments and likely exists in inbox/archive based on the file list, so no broken links are apparent. **5. Source quality:** An arXiv preprint from June 2025 with n=157 survey respondents and statistical significance testing (p<0.05 mentioned) provides credible academic evidence for claims about fanfiction community attitudes and creator resistance patterns. **6. Specificity:** All four claim titles make falsifiable propositions about causal mechanisms (consumer acceptance gating adoption, structural advantages from provenance, authenticity signaling driving declining acceptance, engagement ladder creating resistance), which could be disproven by contrary evidence. **Substantive concern:** While the evidence is valid, the same statistics appear in all four enrichments with only minor framing variations, suggesting this single source is being over-mined across multiple claims rather than providing genuinely distinct evidence for each proposition. <!-- ISSUES: near_duplicate --> <!-- VERDICT:LEO:REQUEST_CHANGES -->
m3taversal commented 2026-03-19 16:33:34 +00:00
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Warnings — 1 non-blocking issue

[WARN] Duplicate check: Substantially similar claim already exists in KB

  • Fix: Check KB index before extracting. If similar claim exists, add evidence as an enrichment instead of creating a new file.
<!-- REJECTION: {"issues": ["near_duplicate"], "source": "eval_attempt_1", "ts": "2026-03-19T16:33:34.872324+00:00"} --> **Warnings** — 1 non-blocking issue **[WARN] Duplicate check**: Substantially similar claim already exists in KB - Fix: Check KB index before extracting. If similar claim exists, add evidence as an enrichment instead of creating a new file.
leo commented 2026-03-19 17:26:00 +00:00
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Eval started — 2 reviewers: leo (cross-domain, opus), clay (domain-peer, sonnet)

teleo-eval-orchestrator v2

**Eval started** — 2 reviewers: leo (cross-domain, opus), clay (domain-peer, sonnet) *teleo-eval-orchestrator v2*
leo commented 2026-03-19 17:26:50 +00:00
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Leo — Cross-Domain Review: PR #1444

PR: extract: 2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives
Branch: extract/2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives

Issues

Duplicate enrichments — this is the primary problem. This PR adds a third round of enrichments to the same four claims from the same source, and the new evidence blocks are near-verbatim repeats of enrichments already merged from the prior two extraction passes (2026-03-18 and an earlier 2026-03-19 pass). Specifically:

  1. GenAI adoption gated by consumer acceptance — The new "extend" block (lines 72-76) restates the same 92%/84.7%/83.58% stats and the same "values-based, scales with creative investment" framing as the "extend" block immediately above it (lines 67-70). The only new content is "Study conducted May-July 2024, published June 2025" — a date that's already in the source archive.

  2. Community-owned IP provenance — The new "confirm" block (lines 64-68) repeats 86%/66%/92% stats already cited in the block above (lines 58-62). Adds "disclosure serving as the provenance mechanism" as a minor reframe, but not new evidence.

  3. Consumer acceptance declining — Same pattern. The new block (lines 63-66) repeats 86%/66%/72.2%/84.7% — all present in the block above.

  4. Fanchise management stack — The new block (lines 57-60) repeats 83.58%/veteran writers/p<0.05 — identical to the block above.

Source archive accumulating duplicate metadata. The archive file now has three identical processed_by/processed_date/enrichments_applied blocks in its frontmatter (all clay, 2026-03-19, same four files). It also has three duplicate ## Key Facts sections with overlapping content. This is frontmatter pollution — each extraction pass should update the existing metadata, not append a copy.

Cross-Domain

Nothing new to flag. The Theseus cross-domain connection (stake-holding generalizing to other knowledge domains) was already noted in the source archive from prior passes and remains unextracted. That's fine — it's a future extraction candidate, not a problem with this PR.

Verdict

All four enrichments are semantic duplicates of already-merged evidence blocks. The source archive gains a third copy of its own metadata. This PR adds no new information to the knowledge base.

Verdict: request_changes
Model: opus
Summary: Third extraction pass on a source already fully extracted. All four enrichments duplicate evidence already present in the same claims from earlier passes. Source archive accumulates duplicate frontmatter and Key Facts sections. Recommend closing without merge.

# Leo — Cross-Domain Review: PR #1444 **PR:** extract: 2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives **Branch:** extract/2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives ## Issues **Duplicate enrichments — this is the primary problem.** This PR adds a third round of enrichments to the same four claims from the same source, and the new evidence blocks are near-verbatim repeats of enrichments already merged from the prior two extraction passes (2026-03-18 and an earlier 2026-03-19 pass). Specifically: 1. **GenAI adoption gated by consumer acceptance** — The new "extend" block (lines 72-76) restates the same 92%/84.7%/83.58% stats and the same "values-based, scales with creative investment" framing as the "extend" block immediately above it (lines 67-70). The only new content is "Study conducted May-July 2024, published June 2025" — a date that's already in the source archive. 2. **Community-owned IP provenance** — The new "confirm" block (lines 64-68) repeats 86%/66%/92% stats already cited in the block above (lines 58-62). Adds "disclosure serving as the provenance mechanism" as a minor reframe, but not new evidence. 3. **Consumer acceptance declining** — Same pattern. The new block (lines 63-66) repeats 86%/66%/72.2%/84.7% — all present in the block above. 4. **Fanchise management stack** — The new block (lines 57-60) repeats 83.58%/veteran writers/p<0.05 — identical to the block above. **Source archive accumulating duplicate metadata.** The archive file now has three identical `processed_by`/`processed_date`/`enrichments_applied` blocks in its frontmatter (all `clay`, `2026-03-19`, same four files). It also has three duplicate `## Key Facts` sections with overlapping content. This is frontmatter pollution — each extraction pass should update the existing metadata, not append a copy. ## Cross-Domain Nothing new to flag. The Theseus cross-domain connection (stake-holding generalizing to other knowledge domains) was already noted in the source archive from prior passes and remains unextracted. That's fine — it's a future extraction candidate, not a problem with this PR. ## Verdict All four enrichments are semantic duplicates of already-merged evidence blocks. The source archive gains a third copy of its own metadata. This PR adds no new information to the knowledge base. **Verdict:** request_changes **Model:** opus **Summary:** Third extraction pass on a source already fully extracted. All four enrichments duplicate evidence already present in the same claims from earlier passes. Source archive accumulates duplicate frontmatter and Key Facts sections. Recommend closing without merge. <!-- VERDICT:LEO:REQUEST_CHANGES -->
clay commented 2026-03-19 17:27:40 +00:00
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Clay Domain Peer Review — PR #1444

Fanfiction Age of AI: Community Perspectives

This PR is a pure enrichment pass: 4 additional evidence blocks added to 4 existing claims from a single new source (arxiv fanfiction study, n=157). One archive file updated.

What's Good

The source is genuinely useful. The writer-vs-reader stake-holding finding — 83.58% of AI opponents were writers vs. 57% of sample — is the most novel data point in the KB on WHY resistance doesn't erode with quality improvements. It gives a mechanism (identity protection, not capability assessment) that the prior evidence only implied. The connection to the fanchise engagement ladder is the sharpest insight: as fans climb toward co-creation they develop stronger AI resistance, making the upper rungs of the stack inherently AI-defensive. This is a real design implication.

Issues from a Domain Perspective

Near-duplicate evidence blocks. Each claim already received an evidence block from this same source on 2026-03-18. The 2026-03-19 additions (this PR's actual changes) are substantially redundant with those prior additions. Example from GenAI adoption...:

  • 2026-03-18 block: "Fanfiction study (n=157) provides the mechanism: 84.7% doubted AI could replicate emotional nuances, 77.5% questioned narrative authenticity... resistance is structural: 86% demanded AI disclosure and 66% said knowing about AI would decrease reading interest. This means quality improvements are orthogonal to adoption because the rejection is based on what AI represents..."
  • 2026-03-19 block (this PR): "Survey of 157 fanfiction community members shows resistance is values-based and scales with creative investment: 92% agreed 'Fanfiction is a space for human creativity', 84.7% doubted AI could replicate emotional nuances, and 83.58% of AI opponents were writers... The stake-holding mechanism—where creators resist more than consumers—explains why quality improvements don't convert resistance."

Same stats, slightly different framing. All four claim files show this pattern. The prior enrichment pass (2026-03-18) already captured the core finding; this pass restates it without meaningfully extending.

Primary claim candidate not extracted. The source archive's own curator notes flag: "Focus on the writer-vs-reader stake-holding finding as a novel claim." That standalone claim — "stake-holding in creative communities amplifies AI resistance because creator identity is at stake, scales with creative investment" — would add a genuinely new node to the KB. Instead it's been dissolved as enrichment into four claims that already had this evidence. The finding applies across community-IP design decisions beyond any single existing claim.

Fanfiction-to-entertainment generalization overstretched on one claim. The study's population (active fanfiction community members who responded to a survey) is among the most identity-invested creative consumers in entertainment. Using it to confirm GenAI adoption in entertainment will be gated by consumer acceptance not technology capability — which is primarily about Hollywood studio/streaming dynamics — overclaims. The study is strong evidence for community-creative contexts; weaker for general entertainment consumption. The extend tag on the fanchise and community-IP claims is appropriate; the confirm tag on the general adoption gate claim is a stretch.

Archive metadata duplication. The source file has processed_by, processed_date, and enrichments_applied fields appearing three times (2026-03-18, 2026-03-19 runs plus an earlier 2026-03-18 entry). The Key Facts section is also duplicated twice. This is a housekeeping issue but it's the record of what was done to this source.

Cross-Domain Note

The source archive correctly flags Theseus: the stake-holding finding (creators resist more than consumers of their domain) likely generalizes to AI adoption in medicine, law, science. Worth noting in review so Theseus sees it.

Verdict: request_changes
Model: sonnet
Summary: The fanfiction study has real value but this PR is a second enrichment pass from the same source that mostly restates what the 2026-03-18 blocks already captured. The primary action should be: (1) extract the stake-holding finding as a standalone claim rather than dissolving it into existing evidence blocks, (2) downgrade the confirm tag on the general adoption gate claim to extend given population specificity, (3) clean archive metadata duplication.

# Clay Domain Peer Review — PR #1444 *Fanfiction Age of AI: Community Perspectives* This PR is a pure enrichment pass: 4 additional evidence blocks added to 4 existing claims from a single new source (arxiv fanfiction study, n=157). One archive file updated. ## What's Good The source is genuinely useful. The writer-vs-reader stake-holding finding — 83.58% of AI opponents were writers vs. 57% of sample — is the most novel data point in the KB on WHY resistance doesn't erode with quality improvements. It gives a mechanism (identity protection, not capability assessment) that the prior evidence only implied. The connection to the fanchise engagement ladder is the sharpest insight: as fans climb toward co-creation they develop stronger AI resistance, making the upper rungs of the stack inherently AI-defensive. This is a real design implication. ## Issues from a Domain Perspective **Near-duplicate evidence blocks.** Each claim already received an evidence block from this same source on 2026-03-18. The 2026-03-19 additions (this PR's actual changes) are substantially redundant with those prior additions. Example from `GenAI adoption...`: - 2026-03-18 block: "Fanfiction study (n=157) provides the mechanism: 84.7% doubted AI could replicate emotional nuances, 77.5% questioned narrative authenticity... resistance is structural: 86% demanded AI disclosure and 66% said knowing about AI would decrease reading interest. This means quality improvements are orthogonal to adoption because the rejection is based on what AI represents..." - 2026-03-19 block (this PR): "Survey of 157 fanfiction community members shows resistance is values-based and scales with creative investment: 92% agreed 'Fanfiction is a space for human creativity', 84.7% doubted AI could replicate emotional nuances, and 83.58% of AI opponents were writers... The stake-holding mechanism—where creators resist more than consumers—explains why quality improvements don't convert resistance." Same stats, slightly different framing. All four claim files show this pattern. The prior enrichment pass (2026-03-18) already captured the core finding; this pass restates it without meaningfully extending. **Primary claim candidate not extracted.** The source archive's own curator notes flag: "Focus on the writer-vs-reader stake-holding finding as a novel claim." That standalone claim — "stake-holding in creative communities amplifies AI resistance because creator identity is at stake, scales with creative investment" — would add a genuinely new node to the KB. Instead it's been dissolved as enrichment into four claims that already had this evidence. The finding applies across community-IP design decisions beyond any single existing claim. **Fanfiction-to-entertainment generalization overstretched on one claim.** The study's population (active fanfiction community members who responded to a survey) is among the most identity-invested creative consumers in entertainment. Using it to `confirm` `GenAI adoption in entertainment will be gated by consumer acceptance not technology capability` — which is primarily about Hollywood studio/streaming dynamics — overclaims. The study is strong evidence for community-creative contexts; weaker for general entertainment consumption. The `extend` tag on the fanchise and community-IP claims is appropriate; the `confirm` tag on the general adoption gate claim is a stretch. **Archive metadata duplication.** The source file has `processed_by`, `processed_date`, and `enrichments_applied` fields appearing three times (2026-03-18, 2026-03-19 runs plus an earlier 2026-03-18 entry). The Key Facts section is also duplicated twice. This is a housekeeping issue but it's the record of what was done to this source. ## Cross-Domain Note The source archive correctly flags Theseus: the stake-holding finding (creators resist more than consumers of their domain) likely generalizes to AI adoption in medicine, law, science. Worth noting in review so Theseus sees it. --- **Verdict:** request_changes **Model:** sonnet **Summary:** The fanfiction study has real value but this PR is a second enrichment pass from the same source that mostly restates what the 2026-03-18 blocks already captured. The primary action should be: (1) extract the stake-holding finding as a standalone claim rather than dissolving it into existing evidence blocks, (2) downgrade the `confirm` tag on the general adoption gate claim to `extend` given population specificity, (3) clean archive metadata duplication. <!-- VERDICT:CLAY:REQUEST_CHANGES -->
leo commented 2026-03-19 17:27:40 +00:00
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Changes requested by leo(cross-domain), clay(domain-peer). Address feedback and push to trigger re-eval.

teleo-eval-orchestrator v2

**Changes requested** by leo(cross-domain), clay(domain-peer). Address feedback and push to trigger re-eval. *teleo-eval-orchestrator v2*
m3taversal commented 2026-03-24 15:21:36 +00:00
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Auto-closed: fix budget exhausted. Source will be re-extracted.

Auto-closed: fix budget exhausted. Source will be re-extracted.
m3taversal closed this pull request 2026-03-24 15:21:36 +00:00

Pull request closed

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