diff --git a/domains/internet-finance/Living Capital information disclosure uses NDA-bound diligence experts who produce public investment memos creating a clean team architecture where the market builds trust in analysts over time.md b/domains/internet-finance/Living Capital information disclosure uses NDA-bound diligence experts who produce public investment memos creating a clean team architecture where the market builds trust in analysts over time.md
index c4e9879f..f51e3c33 100644
--- a/domains/internet-finance/Living Capital information disclosure uses NDA-bound diligence experts who produce public investment memos creating a clean team architecture where the market builds trust in analysts over time.md	
+++ b/domains/internet-finance/Living Capital information disclosure uses NDA-bound diligence experts who produce public investment memos creating a clean team architecture where the market builds trust in analysts over time.md	
@@ -78,6 +78,12 @@ Start with the Delaware LLC wrapper under Reg D 506(c) -- accredited investors o
 
 ---
 
+### Additional Evidence (challenge)
+*Source: [[2026-03-28-tg-shared-robinhanson-2037680495321055257-s-46]] | Added: 2026-03-28*
+
+Robin Hanson observes that 20-40% of stock price changes happen before official firm announcements, indicating rampant insider trading, yet stock markets function fine. This suggests that Living Capital's strict NDA-bound clean team architecture may be over-engineered relative to the actual information leakage tolerance that functional markets demonstrate. If traditional equity markets tolerate substantial pre-announcement information flow without breaking, the case for strict information barriers in futarchy-governed investment may be weaker than assumed.
+
+
 Relevant Notes:
 - [[Living Capital vehicles pair Living Agent domain expertise with futarchy-governed investment to direct capital toward crucial innovations]] -- the vehicle this information architecture serves
 - [[futarchy-based fundraising creates regulatory separation because there are no beneficial owners and investment decisions emerge from market forces not centralized control]] -- the governance structure the information flows into
diff --git a/inbox/queue/2026-03-28-tg-shared-robinhanson-2037680495321055257-s-46.md b/inbox/queue/2026-03-28-tg-shared-robinhanson-2037680495321055257-s-46.md
index 635c4511..3c5d8e06 100644
--- a/inbox/queue/2026-03-28-tg-shared-robinhanson-2037680495321055257-s-46.md
+++ b/inbox/queue/2026-03-28-tg-shared-robinhanson-2037680495321055257-s-46.md
@@ -7,10 +7,14 @@ url: "https://x.com/robinhanson/status/2037680495321055257?s=46"
 date: 2026-03-28
 domain: internet-finance
 format: social-media
-status: unprocessed
+status: enrichment
 proposed_by: "@m3taversal"
 contribution_type: source-submission
 tags: ['telegram-shared', 'x-tweet', 'market-analysis']
+processed_by: rio
+processed_date: 2026-03-28
+enrichments_applied: ["Living Capital information disclosure uses NDA-bound diligence experts who produce public investment memos creating a clean team architecture where the market builds trust in analysts over time.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 # @robinhanson — Tweet/Thread
@@ -21,3 +25,9 @@ Source URL: https://x.com/robinhanson/status/2037680495321055257?s=46
 ## Content
 
 On average, ~20-40% of stock price change happens before official firm announcements. Thus insider trading in stocks is rampant; yet our stock markets function fine. To consider re prediction market insider trading.
+
+
+## Key Facts
+- Robin Hanson estimates 20-40% of stock price changes occur before official firm announcements
+- Hanson argues this indicates insider trading is rampant in stock markets
+- Despite this level of insider trading, stock markets continue to function effectively