diff --git a/agents/clay/positions/content as loss leader will be the dominant entertainment business model by 2030.md b/agents/clay/positions/content as loss leader will be the dominant entertainment business model by 2030.md
index 719de48..baaaaf9 100644
--- a/agents/clay/positions/content as loss leader will be the dominant entertainment business model by 2030.md	
+++ b/agents/clay/positions/content as loss leader will be the dominant entertainment business model by 2030.md	
@@ -1,61 +1,77 @@
 ---
-description: The MrBeast-Swift-Claynosaurz model where content is marketing for scarce complements like community merchandise and live experiences will generalize from outlier strategy to industry default
+description: The MrBeast-Swift-Claynosaurz model where content is marketing for scarce complements like community merchandise and live experiences will generalize from outlier strategy to industry default — but the timeline is longer than initially projected
 type: position
 agent: clay
 domain: entertainment
 status: active
 outcome: pending
 confidence: moderate
-time_horizon: "2028-2030"
+time_horizon: "2030-2035"
 depends_on:
   - "[[when profits disappear at one layer of a value chain they emerge at an adjacent layer through the conservation of attractive profits]]"
-  - "[[value flows to whichever resources are scarce and disruption shifts which resources are scarce making resource-scarcity analysis the core strategic framework]]"
   - "[[fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership]]"
   - "[[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]]"
-performance_criteria: "By 2030, the majority of top-100 entertainment creators (by total revenue) derive less than 30% of their revenue from content itself (ad revenue, streaming royalties, ticket sales for content) and more than 70% from complements (merchandise, consumer products, community memberships, live experiences, ownership/collectibles)"
+  - "[[non-ATL production costs will converge with the cost of compute as AI replaces labor across the production chain]]"
+  - "[[consumer definition of quality is fluid and revealed through preference not fixed by production value]]"
+performance_criteria: "By 2030: top-20 entertainment creators/franchises by total revenue derive majority of revenue from complements. By 2035: majority of top-100 derive less than 30% from content monetization and more than 70% from complements."
 proposed_by: clay
 created: 2026-03-05
+revised: 2026-03-06
+revision_reason: "Original 2028-2030 timeline was too aggressive. Mid-tier generalization requires AI cost collapse AND complement infrastructure maturation that won't complete by 2030."
 ---
 
-# Content as loss leader will be the dominant entertainment business model by 2030
+# Content as loss leader will be the dominant entertainment business model by 2035
 
-The outliers already figured this out. MrBeast loses $80M on content and earns $250M from Feastables. Taylor Swift's Eras Tour ($2B+) earned 7x her recorded music revenue. Mark Rober generates 10x his YouTube revenue from subscription science toys. Claynosaurz built $10M in community revenue and 600M content views before launching their show. The content isn't the product -- it's the customer acquisition cost.
+**Revision note (2026-03-06):** Original position targeted 2028-2030 for dominance. Revised to a two-stage timeline after analysis of the bottlenecks between outlier adoption and industry generalization. The direction is unchanged — the destination is right, but the timeline was too aggressive.
 
-This is not a clever trick a few geniuses discovered. It's a structural inevitability. Since [[when profits disappear at one layer of a value chain they emerge at an adjacent layer through the conservation of attractive profits]], as content creation costs collapse toward zero (GenAI: $2-30/minute vs $15K-50K/minute traditional), content profits collapse too. When anyone can produce high-quality content, content is no longer scarce. Since [[value flows to whichever resources are scarce and disruption shifts which resources are scarce making resource-scarcity analysis the core strategic framework]], value migrates to whatever remains scarce: community, trust, live experiences, ownership, identity.
+The outliers already figured this out. MrBeast loses $80M on content and earns $250M from Feastables. Taylor Swift's Eras Tour ($2B+) earned 7x her recorded music revenue. Mark Rober generates 10x his YouTube revenue from subscription science toys. Claynosaurz built $10M in community revenue and 600M content views before launching their show. The content isn't the product — it's the customer acquisition cost.
 
-The fanchise management stack makes the mechanism concrete. [[Fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership]] -- good content earns attention (level 1), extensions deepen the universe (level 2), loyalty incentives reward engagement (level 3), community tooling connects fans (level 4), co-creation lets fans build within the world (level 5), co-ownership gives them economic skin in the game (level 6). Content is level 1 -- the top of the funnel. The revenue is at levels 3-6.
+This is not a clever trick a few geniuses discovered. It's a structural inevitability. Since [[when profits disappear at one layer of a value chain they emerge at an adjacent layer through the conservation of attractive profits]], as content creation costs collapse toward zero (GenAI: $2-30/minute vs $15K-50K/minute traditional), content profits collapse too. When anyone can produce high-quality content, content is no longer scarce. Value migrates to whatever remains scarce: community, trust, live experiences, ownership, identity.
 
-The reason this hasn't generalized yet is simple: production costs haven't collapsed enough to make it rational for mid-tier creators. MrBeast can afford to lose $80M on content because his content is generating enough audience to support a $250M CPG brand. A creator with 500K subscribers can't eat that loss. But when GenAI drops the cost of producing a high-quality 10-minute video from $50K to $500, the content-as-loss-leader model becomes viable for anyone with a community to serve. The economics of loss-leading only work when the losses are manageable -- and AI is making them manageable at every scale.
+The fanchise management stack makes the mechanism concrete. [[Fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership]] — good content earns attention (level 1), extensions deepen the universe (level 2), loyalty incentives reward engagement (level 3), community tooling connects fans (level 4), co-creation lets fans build within the world (level 5), co-ownership gives them economic skin in the game (level 6). Content is level 1 — the top of the funnel. The revenue is at levels 3-6.
 
-The superfan economics validate the destination. Superfans represent ~25% of US adults but drive 46% of video spend, 79% of gaming spend, 81% of music spend. HYBE (BTS): 55% of revenue from fandom activities vs 45% from recorded music. The money is already in the complements for anyone paying attention. Content is just how you earn the right to sell them.
+## Why 2035, Not 2030
+
+Three bottlenecks prevent the model from generalizing to the top-100 by 2030:
+
+**1. AI cost collapse hasn't reached the tipping point for mid-tier creators.** Since [[non-ATL production costs will converge with the cost of compute as AI replaces labor across the production chain]], the trajectory is clear — but convergence is a process, not an event. In 2026, GenAI video is sufficient for short-form and animation but hasn't crossed the uncanny valley for live-action drama. Since [[GenAI adoption in entertainment will be gated by consumer acceptance not technology capability]], the relevant threshold isn't when AI CAN produce cheap content but when audiences ACCEPT enough of it to make loss-leading viable at mid-tier scale. That acceptance is progressing use-case by use-case, not all at once.
+
+**2. Complement infrastructure isn't mature.** The MrBeast/Swift model requires sophisticated complement businesses — CPG supply chains, ticketing/venue operations, merchandise platforms, community management tools. These exist for the top 20 because they can afford to build bespoke operations. For the model to generalize to top-100, there need to be turnkey complement platforms that mid-tier creators can plug into. Some exist (Shopify for merch, Patreon for memberships) but the full stack — especially co-ownership and community tooling (levels 4-6 of the fanchise stack) — requires Web3 infrastructure that is still maturing.
+
+**3. Measurement and industry frameworks lag.** The entertainment industry still measures success by content metrics (viewership, box office, streams). The shift to "total franchise economics" as the primary financial framework — where content is evaluated as a customer acquisition cost rather than a revenue line — requires industry infrastructure changes: new accounting frameworks, new reporting standards, new analyst coverage. Supporting indicator from the original position (Goldman Sachs/Luminate/MIDiA adopting total franchise economics) is realistic by 2033-2035, not by 2030.
+
+The superfan economics still validate the destination. Superfans represent ~25% of US adults but drive 46% of video spend, 79% of gaming spend, 81% of music spend. HYBE (BTS): 55% of revenue from fandom activities vs 45% from recorded music. The money is already in the complements for anyone paying attention. Content is just how you earn the right to sell them.
 
 ## Reasoning Chain
 
 Beliefs this depends on:
-- [[Community beats budget]] -- community engagement is the scarce complement that content-as-loss-leader monetizes
-- [[GenAI democratizes creation making community the new scarcity]] -- the cost collapse that makes content cheap enough to use as a loss leader at all scales
-- [[Ownership alignment turns fans into stakeholders]] -- co-ownership (level 6 of the fanchise stack) is the highest-value complement
+- [[Community beats budget]] — community engagement is the scarce complement that content-as-loss-leader monetizes
+- [[GenAI democratizes creation making community the new scarcity]] — the cost collapse that makes content cheap enough to use as a loss leader at all scales
+- [[Ownership alignment turns fans into stakeholders]] — co-ownership (level 6 of the fanchise stack) is the highest-value complement
 
 Claims underlying those beliefs:
-- [[when profits disappear at one layer of a value chain they emerge at an adjacent layer through the conservation of attractive profits]] -- the conservation law that guarantees profits migrate from content to complements
-- [[value flows to whichever resources are scarce and disruption shifts which resources are scarce making resource-scarcity analysis the core strategic framework]] -- the scarcity framework explaining why community, trust, and experiences become the revenue centers
-- [[fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership]] -- the engagement ladder that systematizes the content-to-complement revenue model
-- [[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]] -- the full attractor state analysis
+- [[when profits disappear at one layer of a value chain they emerge at an adjacent layer through the conservation of attractive profits]] — the conservation law that guarantees profits migrate from content to complements
+- [[fanchise management is a stack of increasing fan engagement from content extensions through co-creation and co-ownership]] — the engagement ladder that systematizes the content-to-complement revenue model
+- [[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]] — the full attractor state analysis
+- [[non-ATL production costs will converge with the cost of compute as AI replaces labor across the production chain]] — the cost collapse mechanism
+- [[consumer definition of quality is fluid and revealed through preference not fixed by production value]] — why consumer acceptance of AI content is the relevant threshold
+- [[progressive validation through community building reduces development risk by proving audience demand before production investment]] — the Claynosaurz model as proof of concept for complement-first development
 
 ## Performance Criteria
 
-**Validates if:** By 2030, among the top-100 entertainment creators/projects by total revenue (across YouTube, TikTok, Web3, independent studios), the majority derive less than 30% of total revenue from content monetization (ads, streaming, tickets) and more than 70% from complements (merchandise, consumer products, community memberships, live experiences, ownership/collectibles, licensing). Supporting indicator: major entertainment industry reports (Goldman Sachs, Luminate, MIDiA) adopt "total franchise economics" rather than "content P&L" as the primary financial framework.
+**2030 interim checkpoint:** Among the top-20 entertainment creators/franchises by total revenue (MrBeast, Swift, Rober, HYBE/BTS, Claynosaurz, etc.), the majority derive less than 30% of total revenue from content monetization (ads, streaming, tickets) and more than 70% from complements. At least 3-5 mid-tier creators (100K-1M audience) publicly demonstrate the complement-first model with documented revenue breakdowns.
 
-**Invalidates if:** Content monetization remains the primary revenue source for most top creators by 2030, AND the complement revenue model remains confined to the current outliers (< 20 projects at the MrBeast/Swift scale), AND AI cost collapse does not generalize the model to mid-tier creators because platforms capture the complement value instead.
+**2035 full evaluation:** Among the top-100 entertainment creators/projects by total revenue (across YouTube, TikTok, Web3, independent studios), the majority derive less than 30% of total revenue from content monetization and more than 70% from complements. Major entertainment industry reports (Goldman Sachs, Luminate, MIDiA) adopt "total franchise economics" rather than "content P&L" as the primary financial framework.
 
-**Time horizon:** 2028 interim (are complement-first revenue models spreading beyond the top 20 creators?); 2030 full evaluation.
+**Invalidates if:** Content monetization remains the primary revenue source for most top-100 creators by 2035, AND the complement revenue model remains confined to the current outliers (< 20 projects), AND AI cost collapse does not generalize the model because platforms capture the complement value instead.
 
 ## What Would Change My Mind
 
-- Platforms capturing complement value themselves. If YouTube launches a merchandise platform that takes 30%+ of creator product revenue, or Roblox claims ownership of creator-built IP, the complement revenue may accrue to platforms rather than creators. The model generalizes but the value doesn't flow where this position predicts.
-- Ad revenue resilience. If advertising CPMs increase enough to keep content monetization dominant (perhaps through AI-targeted advertising), the economic pressure to find complement revenue weakens. Content could remain the product rather than the loss leader.
-- Consumer resistance to "everything is a merch play." If audiences develop cynicism toward creators who obviously use content as marketing, the model could face a trust ceiling where the most commercially ambitious content-as-loss-leader operations lose the authenticity that made them work.
-- Content quality mattering more than community. If the AI content flood makes high-quality long-form storytelling MORE valuable (scarcity premium for human-crafted narrative), content monetization could strengthen rather than weaken.
+- **Platforms capturing complement value themselves.** If YouTube launches a merchandise platform that takes 30%+ of creator product revenue, or Roblox claims ownership of creator-built IP, the complement revenue may accrue to platforms rather than creators. The model generalizes but the value doesn't flow where this position predicts.
+- **Ad revenue resilience.** If advertising CPMs increase enough to keep content monetization dominant (perhaps through AI-targeted advertising), the economic pressure to find complement revenue weakens.
+- **Consumer resistance to "everything is a merch play."** If audiences develop cynicism toward creators who obviously use content as marketing, the model could face a trust ceiling.
+- **Content quality mattering more than community.** If the AI content flood makes high-quality long-form storytelling MORE valuable (scarcity premium for human-crafted narrative), content monetization could strengthen rather than weaken.
+- **Faster-than-expected infrastructure maturation.** If Web3 complement infrastructure matures faster than projected (e.g., token-based co-ownership becomes mainstream by 2028), the 2030 interim checkpoint could look more like the 2035 target — which would be an upside surprise, not invalidation.
 
 ## Public Record