extract: 2025-09-26-krier-coasean-bargaining-at-scale

Pentagon-Agent: Epimetheus <968B2991-E2DF-4006-B962-F5B0A0CC8ACA>

domains/entertainment/GenAI adoption in entertainment will be gated by consumer acceptance not technology capability.md

@@ -63,12 +63,6 @@ Academic survey of fanfiction communities shows 66% would decrease interest in r
 
 Fanfiction study (n=157) provides the mechanism: 84.7% doubted AI could replicate emotional nuances, 77.5% questioned narrative authenticity, and 73.7% worried about quality flooding. But critically, these concerns were VALUES-based not capability-based—92% agreed fanfiction is a space for human creativity. The 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 (threat to human creative space) not what it produces.
 
-
-### Additional Evidence (extend)
-*Source: [[2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives]] | Added: 2026-03-19*
-
-Survey of 157 fanfiction community members found that AI resistance is values-based and scales with creative investment, not capability assessment. 92% agreed 'Fanfiction is a space for human creativity' and 84.7% doubted AI could replicate emotional nuances, but the key finding is that 83.58% of AI opponents were writers (vs 57% of sample), revealing that resistance intensifies as fans become creators. This suggests the consumer acceptance gate operates through identity protection mechanisms, not quality evaluation — the more invested someone is in creative practice, the stronger their resistance regardless of AI capability improvements.
-
 ---
 
 Relevant Notes:

domains/entertainment/community-owned-IP-has-structural-advantage-in-human-made-premium-because-provenance-is-inherent-and-legible.md

@@ -55,12 +55,6 @@ SCP Foundation enforces human-only authorship through permanent bans for AI-gene
 
 Fanfiction communities demonstrate the provenance premium empirically: 86% demand AI disclosure, 66% reduce reading interest when AI is involved, and 72.2% report negative feelings discovering retrospective AI use. The community structure makes provenance legible—writers are known, their history is visible, and AI use is detectable through community norms. This confirms that community-owned structures have built-in authenticity verification that corporate IP lacks.
 
-
-### Additional Evidence (confirm)
-*Source: [[2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives]] | Added: 2026-03-19*
-
-Fanfiction communities demonstrate the provenance premium through transparency demands: 86% insisted authors disclose AI involvement, and 66% said knowing about AI would decrease reading interest. The 72.2% who reported negative feelings upon discovering retrospective AI use shows that provenance verification is a core value driver. Community-owned IP with inherent provenance legibility (knowing the creator is a community member) has structural advantage over platforms where provenance must be actively signaled and verified.
-
 ---
 
 Relevant Notes:

domains/entertainment/consumer-acceptance-of-ai-creative-content-declining-despite-quality-improvements-because-authenticity-signal-becomes-more-valuable.md

@@ -53,12 +53,6 @@ SCP Foundation—the most successful open-IP collaborative fiction project with
 
 Fanfiction community data shows 72.2% reported negative feelings upon discovering retrospective AI use, and 66% said AI disclosure would decrease reading interest. The transparency demand (86% insisted on disclosure) reveals that authenticity is about PROCESS not output—readers want to know if a human made it, regardless of quality. This confirms the authenticity signal mechanism: the value is in knowing a human created it, not in detecting quality differences.
 
-
-### Additional Evidence (confirm)
-*Source: [[2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives]] | Added: 2026-03-19*
-
-Fanfiction community data shows 86% insist authors disclose AI involvement, 66% said knowing about AI would decrease reading interest, and 72.2% reported negative feelings upon discovering retrospective AI use. The transparency demands and negative reactions persist even for high-quality output, confirming that authenticity signaling (human-made provenance) is the primary value driver, not technical quality assessment.
-
 ---
 
 Relevant Notes:

domains/entertainment/fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership.md

@@ -47,12 +47,6 @@ AO3 represents the 'co-creation without ownership' configuration on the fanchise
 
 The engagement ladder has an unmodeled implication: as fans climb toward co-creation (becoming writers), they develop STRONGER resistance to AI, not weaker. 83.58% of AI opponents were writers vs readers. This means the ladder creates a defensive moat—the more invested fans become as creators, the more they protect the creative space from AI. Veteran writers (10+ years) showed strongest resistance. This suggests community-owned IP models that encourage fan creation may be inherently AI-resistant because they convert consumers into creators who then defend the space.
 
-
-### Additional Evidence (extend)
-*Source: [[2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives]] | Added: 2026-03-19*
-
-The engagement ladder has an unmodeled implication: as fans climb from consumption to co-creation (becoming writers), they develop stronger AI resistance, not weaker. Writers showed 83.58% representation among AI opponents despite being only 57% of sample, and veteran writers (10+ years) showed strongest resistance. This suggests the co-creation tier of the engagement ladder creates identity investment that makes participants defend their creative role against AI replacement, which has design implications for community IP strategies.
-
 ---
 
 Relevant Notes:

entities/entertainment/claynosaurz.md

@@ -29,7 +29,6 @@ Community-driven animated IP founded by former VFX artists from Sony Pictures, A
 - **2025-10-01** — Announced 39 x 7-minute animated series co-produced with Method Animation (Mediawan), launching YouTube-first before traditional distribution. Community has generated nearly 1B social views. Gameloft mobile game in co-development. Nic Cabana presented creator-led transmedia strategy at VIEW Conference.
 - **2025-11-01** — Presented informal co-creation governance model at MIPJunior 2025 in Cannes, detailing seven specific community engagement mechanisms including weekly IP bible updates and social media as test kitchen for creative decisions
 - **2025-10-01** — Announced 39 x 7-minute animated series launching YouTube-first with Method Animation (Mediawan) co-production. Gameloft mobile game in co-development. Nearly 1B social views across community.
-- **2025-10-01** — Announced 39-episode animated series launching YouTube-first, co-produced with Method Animation (Mediawan), followed by traditional TV/streaming sales. Community has generated nearly 1B social views. Gameloft mobile game in co-development.
 ## Relationship to KB
 
 - Implements [[fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership]] through specific co-creation mechanisms

inbox/queue/.extraction-debug/2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives.json

@@ -13,12 +13,12 @@
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+      "stake-holding-in-creative-communities-amplifies-ai-resistance-because-creator-identity-is-at-stake.md:set_created:2026-03-18"
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-  "date": "2026-03-19"
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inbox/queue/2025-06-23-arxiv-fanfiction-age-of-ai-community-perspectives.md

@@ -7,7 +7,7 @@ date: 2025-06-23
 domain: entertainment
 secondary_domains: [ai-alignment]
 format: article
-status: enrichment
+status: unprocessed
 priority: high
 tags: [fanfiction, AI-resistance, authenticity, community-values, writers-vs-readers, stake-holding, qualitative-study]
 flagged_for_theseus: ["Writers who CREATE resist AI more than people who only CONSUME — stake-holding drives skepticism, relevant to AI adoption dynamics in creative communities"]
@@ -15,10 +15,6 @@ processed_by: clay
 processed_date: 2026-03-18
 enrichments_applied: ["GenAI adoption in entertainment will be gated by consumer acceptance not technology capability.md", "consumer-acceptance-of-ai-creative-content-declining-despite-quality-improvements-because-authenticity-signal-becomes-more-valuable.md", "fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership.md", "community-owned-IP-has-structural-advantage-in-human-made-premium-because-provenance-is-inherent-and-legible.md"]
 extraction_model: "anthropic/claude-sonnet-4.5"
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-extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Content
@@ -104,25 +100,3 @@ EXTRACTION HINT: Focus on the writer-vs-reader stake-holding finding as a novel
 - 72.2% reported negative feelings upon discovering retrospective AI use
 - Inter-coder reliability ranged from 86-99% for qualitative analysis
 - Statistical significance found across experience levels (p<0.05)
-
-
-## Key Facts
-- Survey conducted May-July 2024 with 157 fanfiction community members (90 writers, 67 exclusive readers)
-- 92% agreed 'Fanfiction is a space for human creativity'
-- 83.4% concerned AI would inundate platforms, overshadowing human work
-- 79.6% feared AI reliance would stifle human creativity
-- 76.4% worried AI threatens community's social aspects
-- 84.7% doubted AI could replicate emotional nuances in human stories
-- 77.5% questioned whether AI maintains narrative authenticity
-- 73.7% worried about low-quality AI-generated content flooding platforms
-- 83.58% of those opposing increased AI integration were writers
-- 65% of writers found AI acceptable for idea generation
-- 45.5% of writers reported zero AI usage
-- Only 10% of writers supported fully AI-generated fanfiction
-- Veteran writers (10+ years) showed strongest AI resistance with statistical significance (p<0.05)
-- 86% insisted authors disclose AI involvement
-- 66% said knowing about AI would decrease reading interest
-- 72.2% reported negative feelings upon discovering retrospective AI use
-- Inter-coder reliability ranged from 86-99% for qualitative analysis
-- Published as arxiv preprint arXiv:2506.18706 on June 23, 2025
-- Full publication at tandfonline.com with DOI: 10.1080/10447318.2025.2531272