extract: 2026-03-02-transformativeworks-ao3-statistics-2025-update

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

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"
+    ],
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+}

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