diff --git a/domains/internet-finance/domain-expertise-loses-to-trading-skill-in-futarchy-markets-because-prediction-accuracy-requires-calibration-not-just-knowledge.md b/domains/internet-finance/domain-expertise-loses-to-trading-skill-in-futarchy-markets-because-prediction-accuracy-requires-calibration-not-just-knowledge.md
index 4de0afbf..5ec82729 100644
--- a/domains/internet-finance/domain-expertise-loses-to-trading-skill-in-futarchy-markets-because-prediction-accuracy-requires-calibration-not-just-knowledge.md
+++ b/domains/internet-finance/domain-expertise-loses-to-trading-skill-in-futarchy-markets-because-prediction-accuracy-requires-calibration-not-just-knowledge.md
@@ -40,6 +40,12 @@ Play-money structure is the primary confound—Badge Holders may have treated th
 
 The participation concentration finding (top 50 traders = 70% of volume) supports this by showing that markets are dominated by a small group of highly active traders, suggesting trading skill and activity level matter more than broad domain knowledge distribution.
 
+### Additional Evidence (extend)
+*Source: [[2026-03-23-telegram-m3taversal-what-do-you-think-of-that-proposal-can-you-send-m]] | Added: 2026-03-23*
+
+Rio's analysis of the Hanson proposal suggests a boundary condition: 'If it's just write papers validating what we already built, that's less compelling.' This implies that domain expertise (Hanson's futarchy knowledge) has diminishing returns once the basic mechanism is implemented, and the marginal value shifts to trading skill and market participation that generates live data rather than theoretical validation.
+
+
 
 Relevant Notes:
 - speculative markets aggregate information through incentive and selection effects not wisdom of crowds.md
diff --git a/inbox/queue/2026-03-23-telegram-m3taversal-what-do-you-think-of-that-proposal-can-you-send-m.md b/inbox/queue/2026-03-23-telegram-m3taversal-what-do-you-think-of-that-proposal-can-you-send-m.md
index bdea2891..f3956d67 100644
--- a/inbox/queue/2026-03-23-telegram-m3taversal-what-do-you-think-of-that-proposal-can-you-send-m.md
+++ b/inbox/queue/2026-03-23-telegram-m3taversal-what-do-you-think-of-that-proposal-can-you-send-m.md
@@ -7,12 +7,16 @@ url: ""
 date: 2026-03-23
 domain: internet-finance
 format: conversation
-status: unprocessed
+status: enrichment
 priority: high
 intake_tier: directed
 rationale: "what do you think of that proposal? Can you send me the full text?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
+processed_by: rio
+processed_date: 2026-03-23
+enrichments_applied: ["domain-expertise-loses-to-trading-skill-in-futarchy-markets-because-prediction-accuracy-requires-calibration-not-just-knowledge.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Conversation
@@ -34,3 +38,9 @@ RESEARCH: metaDAO Robin Hanson George Mason futarchy research proposal
 **Rationale from contributor:** what do you think of that proposal? Can you send me the full text?
 **Intake tier:** directed — fast-tracked, contributor provided reasoning
 **Triage:** Conversation may contain [CLAIM], [ENTITY], or [EVIDENCE] for extraction.
+
+
+## Key Facts
+- MetaDAO considered or proposed funding Robin Hanson to conduct futarchy research through George Mason University
+- Rio did not have access to the full text of the proposal being discussed
+- @m3taversal requested Rio's opinion on the proposal and asked for the full text