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

@@ -35,6 +35,12 @@ Claynosaurz-Mediawan partnership provides concrete implementation of the co-crea
 
 Dropout, Nebula, and Critical Role all serve niche audiences with high willingness-to-pay through community-driven (not algorithm-driven) discovery. Critical Role's Beacon explicitly segments content by engagement level: some YouTube/Twitch-first (broad reach), some Beacon-exclusive (high engagement), some early access on Beacon (intermediate engagement). This tiered access structure maps directly to the fanchise stack concept, with free content as entry point and owned-platform subscriptions as higher engagement tier. Nebula's ~2/3 annual membership rate indicates subscribers making deliberate, high-commitment choices rather than casual consumption.
 
+
+### Additional Evidence (extend)
+*Source: [[2026-03-02-transformativeworks-ao3-statistics-2025-update]] | Added: 2026-03-18*
+
+AO3 represents the 'co-creation without ownership' configuration on the fanchise stack: 17M+ fan-created works across 77,100+ fandoms, 10M registered users, all content freely accessible with no financial stake. The platform's 22% YoY growth and 5M comments/month demonstrate sustained engagement at the co-creation rung without requiring ownership mechanisms. This establishes co-creation as independently viable, not merely a stepping stone to ownership.
+
 ---
 
 Relevant Notes:

domains/entertainment/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.md

@@ -302,6 +302,12 @@ Beast Industries' $5B valuation and revenue trajectory ($899M → $1.6B → $4.7
 
 Dropout's behavior confirms the loss-leader prediction: they maintain identical pricing for 3+ years, grandfather legacy subscribers, and explicitly encourage password sharing — all behaviors that treat content as customer acquisition rather than direct monetization. The 40-45% margins come from eliminating distributor costs, not from maximizing per-user extraction.
 
+
+### Additional Evidence (confirm)
+*Source: [[2026-03-02-transformativeworks-ao3-statistics-2025-update]] | Added: 2026-03-18*
+
+AO3 reached 17M+ works and 879M weekly page views (125M daily) with zero editorial curation, using only folksonomy tagging and community self-selection (kudos, bookmarks, comments as social signals). The platform grew 22% year-over-year in 2025 despite being 17 years old, demonstrating that community filtering scales without quality gatekeeping. AO3's 'Don't Like, Don't Read' policy with tag-based discoverability proves community-filtered content can achieve massive scale.
+
 ---
 
 Relevant Notes:

entities/entertainment/dropout.md

@@ -23,6 +23,7 @@ Creator-owned streaming platform focused on comedy content. Reached 1M+ subscrib
 
 - **2026-03-01** — CVL Economics analysis reveals 1M+ subscribers generating $80-90M revenue with 40-45% EBITDA margins and 40 full-time employees, achieving $3.0-3.3M revenue per employee. Platform maintains stable pricing for 3+ years, grandfathers legacy subscriber rates, encourages password sharing, and distributes profits to all contributors including unsuccessful auditionees. Estimated to have reached 50-67% penetration of total addressable market.
 - **2025-10-01** — Crossed 1M paid subscribers (31% YoY growth); launched $129.99/year superfan tier at fan demand; Game Changer S7 premiere reached 1M views in 2 weeks (most-watched episode ever); ARR north of $30M with 40-45% EBITDA margins
+- **2025-10-01** — Crossed 1 million subscribers (31% YoY growth). Launched $129.99/year superfan tier in response to fan requests to support platform at higher price point.
 ## Relationship to KB
 
 - [[creator-owned-streaming-infrastructure-has-reached-commercial-scale-with-430M-annual-creator-revenue-across-13M-subscribers]]

inbox/queue/.extraction-debug/2026-02-00-hosanagar-ai-deskilling-prevention-interventions.json

@@ -0,0 +1,36 @@
+{
+  "rejected_claims": [
+    {
+      "filename": "reliance-drills-and-analog-practice-prevent-ai-deskilling-through-mandatory-human-independent-performance.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    },
+    {
+      "filename": "faa-mandatory-manual-flying-requirements-are-regulatory-template-for-ai-deskilling-prevention.md",
+      "issues": [
+        "missing_attribution_extractor"
+      ]
+    }
+  ],
+  "validation_stats": {
+    "total": 2,
+    "kept": 0,
+    "fixed": 6,
+    "rejected": 2,
+    "fixes_applied": [
+      "reliance-drills-and-analog-practice-prevent-ai-deskilling-through-mandatory-human-independent-performance.md:set_created:2026-03-18",
+      "reliance-drills-and-analog-practice-prevent-ai-deskilling-through-mandatory-human-independent-performance.md:stripped_wiki_link:economic-forces-push-humans-out-of-every-cognitive-loop-wher",
+      "reliance-drills-and-analog-practice-prevent-ai-deskilling-through-mandatory-human-independent-performance.md:stripped_wiki_link:delegating-critical-infrastructure-development-to-AI-creates",
+      "faa-mandatory-manual-flying-requirements-are-regulatory-template-for-ai-deskilling-prevention.md:set_created:2026-03-18",
+      "faa-mandatory-manual-flying-requirements-are-regulatory-template-for-ai-deskilling-prevention.md:stripped_wiki_link:only-binding-regulation-with-enforcement-teeth-changes-front",
+      "faa-mandatory-manual-flying-requirements-are-regulatory-template-for-ai-deskilling-prevention.md:stripped_wiki_link:voluntary-safety-commitments-collapse-under-competitive-pres"
+    ],
+    "rejections": [
+      "reliance-drills-and-analog-practice-prevent-ai-deskilling-through-mandatory-human-independent-performance.md:missing_attribution_extractor",
+      "faa-mandatory-manual-flying-requirements-are-regulatory-template-for-ai-deskilling-prevention.md:missing_attribution_extractor"
+    ]
+  },
+  "model": "anthropic/claude-sonnet-4.5",
+  "date": "2026-03-18"
+}

inbox/queue/2026-02-00-hosanagar-ai-deskilling-prevention-interventions.md

@@ -7,9 +7,13 @@ date: 2026-02-01
 domain: ai-alignment
 secondary_domains: [health]
 format: article
-status: unprocessed
+status: null-result
 priority: high
 tags: [deskilling, human-competency, reliance-drills, analog-practice, automation-overshoot, organizational-intervention]
+processed_by: theseus
+processed_date: 2026-03-18
+extraction_model: "anthropic/claude-sonnet-4.5"
+extraction_notes: "LLM returned 2 claims, 2 rejected by validator"
 ---
 
 ## Content
@@ -59,3 +63,11 @@ PRIMARY CONNECTION: [[economic forces push humans out of every cognitive loop wh
 WHY ARCHIVED: First source with specific, concrete organizational interventions against deskilling drift — the third overshoot mechanism. Also provides the FAA regulatory template analogy.
 
 EXTRACTION HINT: Extractor should focus on (a) the reliance drills concept as a claim about minimum viable organizational intervention, and (b) FAA mandatory practice as regulatory template. Do not extract the case studies — those are already in KB from other sources.
+
+
+## Key Facts
+- Air France Flight 447 crashed in 2009 due to pilot inability to manually fly after automation failure
+- FAA instituted mandatory manual flying practice sessions for pilots following Air France 447
+- Endoscopists using AI for polyp detection had adenoma detection rates drop from 28% to 22% without AI
+- Students with unrestricted GPT-4 access underperformed peers who never used AI once access was removed
+- Kartik Hosanagar is a Wharton professor studying AI and organizational behavior

inbox/queue/2026-03-02-transformativeworks-ao3-statistics-2025-update.md

@@ -7,9 +7,13 @@ date: 2026-03-02
 domain: entertainment
 secondary_domains: []
 format: article
-status: unprocessed
+status: enrichment
 priority: medium
 tags: [ao3, fanfiction, community-governance, collaborative-fiction, scale, statistics]
+processed_by: clay
+processed_date: 2026-03-18
+enrichments_applied: ["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.md", "fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Content
@@ -52,3 +56,16 @@ Governance model: "Fan-run, donor-supported organization staffed by volunteers."
 PRIMARY CONNECTION: [[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]]
 WHY ARCHIVED: AO3 is the existence proof for community-governed creative production at massive scale without editorial authority — directly tests the "distributed authorship = coherent narrative?" question from Session 6
 EXTRACTION HINT: Focus on the no-curation model + scale as evidence for the governance spectrum claim (AO3 end = parallel narratives); contrast with SCP's light-curation model
+
+
+## Key Facts
+- AO3 had 17,020,000+ fanworks as of March 2, 2026
+- AO3 spans 77,100+ fandoms
+- AO3 reached 10 million registered users in January 2026
+- AO3 recorded 879 million page views in the first week of 2026 (~125 million daily)
+- AO3 recorded 5 million comments in December 2025, a first-time milestone
+- November 2025 generated 146.6 million MORE weekly page views than November 2024 (22% growth)
+- AO3 traffic peaks on Sundays (UTC) and dips Thursday-Friday
+- AO3 experienced a July 2025 database outage requiring bookmark migration
+- AO3 has approximately 700+ volunteers serving as tag wranglers, support staff, and coders
+- AO3 was founded in 2008 by the Organization for Transformative Works