auto-fix: strip 9 broken wiki links

Pipeline auto-fixer: removed [[ ]] brackets from links
that don't resolve to existing claims in the knowledge base.

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

@@ -37,14 +37,20 @@ This advantage compounds with the scarcity economics documented in the media att
 - **Human-made premium unquantified**: The underlying premium itself is still emerging and not yet measured
 - **Selection bias risk**: Communities may form preferentially around human-created content for reasons other than provenance (quality, cultural resonance), confounding causality
 
+
+### Additional Evidence (extend)
+*Source: [[2025-06-01-variety-mediawan-claynosaurz-animated-series]] | Added: 2026-03-15*
+
+Claynosaurz demonstrates that community-owned IP can attract studio-quality talent (Illumination, DreamWorks, Sony, Disney, Ubisoft veterans) and major co-production partners (Mediawan), suggesting the provenance advantage extends beyond consumer perception to professional creative recruitment and institutional partnerships.
+
 ---
 
 Relevant Notes:
-- [[human-made is becoming a premium label analogous to organic as AI-generated content becomes dominant]]
+- human-made is becoming a premium label analogous to organic as AI-generated content becomes dominant
 - [[the media attractor state is community-filtered IP with AI-collapsed production costs where content becomes a loss leader for the scarce complements of fandom community and ownership]]
 - [[entertainment IP should be treated as a multi-sided platform that enables fan creation rather than a unidirectional broadcast asset]]
 - [[progressive validation through community building reduces development risk by proving audience demand before production investment]]
 
 Topics:
 - [[entertainment]]
-- [[cultural-dynamics]]
+- cultural-dynamics

domains/entertainment/progressive validation through community building reduces development risk by proving audience demand before production investment.md

@@ -27,16 +27,22 @@ This is the lean startup model applied to entertainment IP incubation — build,
 
 
 ### Additional Evidence (confirm)
-*Source: [[2026-02-20-claynosaurz-mediawan-animated-series-update]] | Added: 2026-03-10 | Extractor: anthropic/claude-sonnet-4.5*
+*Source: 2026-02-20-claynosaurz-mediawan-animated-series-update | Added: 2026-03-10 | Extractor: anthropic/claude-sonnet-4.5*
 
 Claynosaurz built 450M+ views, 200M+ impressions, and 530K+ subscribers before securing Mediawan co-production deal for 39-episode animated series. The community metrics preceded the production investment, demonstrating progressive validation in practice. Founders (former VFX artists at Sony Pictures, Animal Logic, Framestore) used community building to de-risk the pitch to traditional studio partner, validating the thesis that audience demand proven through community metrics reduces perceived development risk.
 
 
 ### Additional Evidence (confirm)
-*Source: [[2026-02-20-claynosaurz-mediawan-animated-series-update]] | Added: 2026-03-12 | Extractor: anthropic/claude-sonnet-4.5*
+*Source: 2026-02-20-claynosaurz-mediawan-animated-series-update | Added: 2026-03-12 | Extractor: anthropic/claude-sonnet-4.5*
 
 Claynosaurz secured a 39-episode co-production deal with Mediawan Kids & Family after demonstrating 450M+ views, 200M+ impressions, and 530K+ community subscribers across digital platforms. The community metrics preceded the production partnership announcement (June 2025), validating that studios use pre-existing engagement data as risk mitigation when evaluating IP partnerships. Mediawan's willingness to co-produce with a community-driven IP (rather than traditional studio-owned IP) suggests the community validation was a decisive factor in reducing perceived development risk.
 
+
+### Additional Evidence (confirm)
+*Source: [[2025-06-01-variety-mediawan-claynosaurz-animated-series]] | Added: 2026-03-15*
+
+Claynosaurz proved audience demand with nearly 1B social views before Mediawan committed to co-producing 39 episodes. The NFT model allowed them to 'monetize early in their development cycle and focus on building characters rather than building long-form content,' demonstrating progressive validation in practice. Mediawan's partnership decision was explicitly de-risked by pre-existing community engagement data.
+
 ---
 
 Relevant Notes:
@@ -46,4 +52,4 @@ Relevant Notes:
 
 Topics:
 - [[entertainment]]
-- [[teleological-economics]]
+- teleological-economics

domains/entertainment/traditional media buyers now seek content with pre-existing community engagement data as risk mitigation.md

@@ -24,22 +24,28 @@ If this pattern scales, it inverts the traditional greenlight process: instead o
 
 
 ### Additional Evidence (confirm)
-*Source: [[2026-02-20-claynosaurz-mediawan-animated-series-update]] | Added: 2026-03-10 | Extractor: anthropic/claude-sonnet-4.5*
+*Source: 2026-02-20-claynosaurz-mediawan-animated-series-update | Added: 2026-03-10 | Extractor: anthropic/claude-sonnet-4.5*
 
 Mediawan Kids & Family (major European studio group) partnered with Claynosaurz for 39-episode animated series after Claynosaurz demonstrated 450M+ views, 200M+ impressions, and 530K+ online community subscribers across digital platforms. This validates the risk mitigation thesis — the studio chose to co-produce based on proven community engagement metrics rather than traditional development process. Founders (former VFX artists at Sony Pictures, Animal Logic, Framestore) used community building to de-risk the pitch to traditional studio partner.
 
 
 ### Additional Evidence (extend)
-*Source: [[2025-12-16-exchangewire-creator-economy-2026-community-credibility]] | Added: 2026-03-11 | Extractor: anthropic/claude-sonnet-4.5*
+*Source: 2025-12-16-exchangewire-creator-economy-2026-community-credibility | Added: 2026-03-11 | Extractor: anthropic/claude-sonnet-4.5*
 
 The shift extends beyond seeking pre-existing engagement data. Brands are now forming 'long-term joint ventures where formats, audiences and revenue are shared' with creators, indicating evolution from data-seeking risk mitigation to co-ownership of audience relationships. The most sophisticated creators operate as 'small media companies, with audience data, formats, distribution strategies and commercial leads,' suggesting brands now seek co-ownership of the entire audience infrastructure, not just access to engagement metrics.
 
 
 ### Additional Evidence (confirm)
-*Source: [[2026-02-20-claynosaurz-mediawan-animated-series-update]] | Added: 2026-03-12 | Extractor: anthropic/claude-sonnet-4.5*
+*Source: 2026-02-20-claynosaurz-mediawan-animated-series-update | Added: 2026-03-12 | Extractor: anthropic/claude-sonnet-4.5*
 
 Mediawan Kids & Family (major European studio group) entered a 39-episode co-production partnership with Claynosaurz after the community demonstrated 450M+ views, 200M+ impressions, and 530K+ subscribers. This is a concrete case of a traditional media buyer (Mediawan) selecting content based on pre-existing community engagement metrics rather than traditional development pipeline signals. The partnership was announced June 2025 with YouTube-first distribution, suggesting the community metrics were decisive in securing studio backing.
 
+
+### Additional Evidence (confirm)
+*Source: [[2025-06-01-variety-mediawan-claynosaurz-animated-series]] | Added: 2026-03-15*
+
+Mediawan Kids & Family partnered with Claynosaurz after the NFT brand accumulated nearly 1B social views, explicitly citing this as validation. The distribution strategy (YouTube first, then TV/streaming sales) treats community engagement metrics as the primary risk mitigation signal for traditional buyers.
+
 ---
 
 Relevant Notes:
@@ -50,4 +56,4 @@ Relevant Notes:
 
 Topics:
 - [[entertainment]]
-- [[teleological-economics]]
+- teleological-economics

inbox/archive/.extraction-debug/2025-06-01-variety-mediawan-claynosaurz-animated-series.json

@@ -0,0 +1,36 @@
+{
+  "rejected_claims": [
+    {
+      "filename": "community-owned-ip-attracts-studio-quality-creative-talent-when-production-budgets-reach-professional-thresholds.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    },
+    {
+      "filename": "youtube-first-distribution-for-major-studio-coproductions-signals-platform-primacy-over-traditional-broadcast-windowing.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    }
+  ],
+  "validation_stats": {
+    "total": 2,
+    "kept": 0,
+    "fixed": 6,
+    "rejected": 2,
+    "fixes_applied": [
+      "community-owned-ip-attracts-studio-quality-creative-talent-when-production-budgets-reach-professional-thresholds.md:set_created:2026-03-15",
+      "community-owned-ip-attracts-studio-quality-creative-talent-when-production-budgets-reach-professional-thresholds.md:stripped_wiki_link:community-owned-IP-has-structural-advantage-in-human-made-pr",
+      "community-owned-ip-attracts-studio-quality-creative-talent-when-production-budgets-reach-professional-thresholds.md:stripped_wiki_link:progressive validation through community building reduces de",
+      "youtube-first-distribution-for-major-studio-coproductions-signals-platform-primacy-over-traditional-broadcast-windowing.md:set_created:2026-03-15",
+      "youtube-first-distribution-for-major-studio-coproductions-signals-platform-primacy-over-traditional-broadcast-windowing.md:stripped_wiki_link:progressive validation through community building reduces de",
+      "youtube-first-distribution-for-major-studio-coproductions-signals-platform-primacy-over-traditional-broadcast-windowing.md:stripped_wiki_link:creators became primary distribution layer for under 35 news"
+    ],
+    "rejections": [
+      "community-owned-ip-attracts-studio-quality-creative-talent-when-production-budgets-reach-professional-thresholds.md:missing_attribution_extractor",
+      "youtube-first-distribution-for-major-studio-coproductions-signals-platform-primacy-over-traditional-broadcast-windowing.md:missing_attribution_extractor"
+    ]
+  },
+  "model": "anthropic/claude-sonnet-4.5",
+  "date": "2026-03-15"
+}

inbox/archive/2025-06-01-variety-mediawan-claynosaurz-animated-series.md

@@ -7,9 +7,13 @@ date: 2025-06-01
 domain: entertainment
 secondary_domains: []
 format: article
-status: unprocessed
+status: enrichment
 priority: high
 tags: [claynosaurz, mediawan, animated-series, community-ip, web3-entertainment, narrative-ambition]
+processed_by: clay
+processed_date: 2026-03-15
+enrichments_applied: ["progressive validation through community building reduces development risk by proving audience demand before production investment.md", "traditional media buyers now seek content with pre-existing community engagement data as risk mitigation.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"
 ---
 
 ## Content
@@ -39,3 +43,14 @@ Key details:
 PRIMARY CONNECTION: [[progressive validation through community building reduces development risk by proving audience demand before production investment]]
 WHY ARCHIVED: First community-owned IP animated series in production — test case for whether community IP produces meaningful storytelling or brand content
 EXTRACTION HINT: The quality signal is the creative team caliber and Mediawan partnership. Community IP attracting studio-quality talent suggests the model doesn't sacrifice narrative ambition.
+
+
+## Key Facts
+- Claynosaurz animated series: 39 episodes x 7 minutes each
+- Produced by Method Animation (Mediawan subsidiary)
+- Creative team includes artists from Illumination, DreamWorks, Sony, Disney, and Ubisoft
+- Claynosaurz accumulated nearly 1B social views before production announcement
+- IMDB listing: tt37155700
+- Series premise: four dinosaur friends on a mysterious island
+- Distribution: YouTube launch first, then TV/streaming sales
+- Mediawan described this as 'first time a digital collectible brand is expanded into a TV series'