diff --git a/inbox/archive/2025-00-00-homogenization-llm-creative-diversity.md b/inbox/archive/2025-00-00-homogenization-llm-creative-diversity.md
index d40a0c0a..bf3dcb89 100644
--- a/inbox/archive/2025-00-00-homogenization-llm-creative-diversity.md
+++ b/inbox/archive/2025-00-00-homogenization-llm-creative-diversity.md
@@ -7,10 +7,15 @@ date: 2025-01-01
 domain: ai-alignment
 secondary_domains: [cultural-dynamics, collective-intelligence]
 format: paper
-status: unprocessed
+status: null-result
 priority: medium
 tags: [homogenization, LLM, creative-diversity, empirical, scale-effects]
 flagged_for_clay: ["direct implications for AI in creative industries"]
+processed_by: theseus
+processed_date: 2025-01-01
+enrichments_applied: ["human ideas naturally converge toward similarity over social learning chains making AI a net diversity injector rather than a homogenizer under high-exposure conditions.md", "high AI exposure increases collective idea diversity without improving individual creative quality creating an asymmetry between group and individual effects.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
+extraction_notes: "Extracted one claim on scale-dependent homogenization compounding. Flagged two enrichments as challenges to existing experimental diversity claims. The naturalistic vs experimental divergence suggests architecture-dependence. Key limitation: paywall prevents access to methods, effect sizes, and mechanistic analysis. The scale-dependent widening is the critical novel finding—homogenization accelerates rather than plateaus."
 ---
 
 ## Content
@@ -34,3 +39,9 @@ Analyzed 2,200 college admissions essays to examine the homogenizing effect of L
 PRIMARY CONNECTION: AI is collapsing the knowledge-producing communities it depends on creating a self-undermining loop that collective intelligence can break
 WHY ARCHIVED: Scale evidence for AI homogenization — complements the Doshi & Hauser experimental findings with naturalistic data
 EXTRACTION HINT: Focus on the scale-dependent widening of the diversity gap — this suggests homogenization compounds
+
+
+## Key Facts
+- 2,200 college admissions essays analyzed
+- Study published in ScienceDirect 2025
+- Full paper behind paywall (methods and effect sizes unavailable)