diff --git a/domains/internet-finance/access-friction-functions-as-a-natural-conviction-filter-in-token-launches-because-process-difficulty-selects-for-genuine-believers-while-price-friction-selects-for-wealthy-speculators.md b/domains/internet-finance/access-friction-functions-as-a-natural-conviction-filter-in-token-launches-because-process-difficulty-selects-for-genuine-believers-while-price-friction-selects-for-wealthy-speculators.md
index 90c129b8..85983536 100644
--- a/domains/internet-finance/access-friction-functions-as-a-natural-conviction-filter-in-token-launches-because-process-difficulty-selects-for-genuine-believers-while-price-friction-selects-for-wealthy-speculators.md
+++ b/domains/internet-finance/access-friction-functions-as-a-natural-conviction-filter-in-token-launches-because-process-difficulty-selects-for-genuine-believers-while-price-friction-selects-for-wealthy-speculators.md
@@ -60,6 +60,12 @@ P2P's XP-tiered allocation system creates process friction that filters for user
 
 P2P.me implements XP-based allocation multipliers (Tier 3: 1.5x, Tier 2: 2x, Tier 1: 3x) that reward prior participation across their dApp ecosystem during oversubscription, creating process friction that selects for existing users rather than capital-only participants. All users enter at the same valuation with no hidden discounts, meaning allocation differences are purely based on demonstrated prior engagement, not wealth.
 
+### Additional Evidence (challenge)
+*Source: [[2026-03-27-tg-source-m3taversal-jussy-world-thread-on-p2p-me-ico-concentration-1]] | Added: 2026-03-28*
+
+P2P.me ICO raised $5.3M with 336 contributors, but 10 wallets filled 93% of the raise. This extreme concentration suggests that access friction (if present) failed to filter for genuine believers and instead created plutocratic outcomes where wealthy participants dominated. The team's response calling this 'early conviction' frames concentration as a feature, but the data shows that process friction alone doesn't prevent whale dominance.
+
+
 
 
 Relevant Notes:
diff --git a/inbox/queue/2026-03-27-tg-source-m3taversal-jussy-world-thread-on-p2p-me-ico-concentration-1.md b/inbox/queue/2026-03-27-tg-source-m3taversal-jussy-world-thread-on-p2p-me-ico-concentration-1.md
index fc5950fa..58dce7fb 100644
--- a/inbox/queue/2026-03-27-tg-source-m3taversal-jussy-world-thread-on-p2p-me-ico-concentration-1.md
+++ b/inbox/queue/2026-03-27-tg-source-m3taversal-jussy-world-thread-on-p2p-me-ico-concentration-1.md
@@ -6,10 +6,14 @@ author: "@m3taversal"
 date: 2026-03-27
 domain: internet-finance
 format: contribution
-status: unprocessed
+status: enrichment
 proposed_by: "@m3taversal"
 contribution_type: source-submission
 tags: ['telegram-contribution', 'inline-source', 'ownership-coins', 'crypto-infra']
+processed_by: rio
+processed_date: 2026-03-28
+enrichments_applied: ["access-friction-functions-as-a-natural-conviction-filter-in-token-launches-because-process-difficulty-selects-for-genuine-believers-while-price-friction-selects-for-wealthy-speculators.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 # Source: Jussy_world thread on P2P.me ICO concentration — 10 wallets filled 93% of $5.3M raise, 336 contribut
@@ -24,3 +28,11 @@ Flagged by Rio as relevant source material.
 ## Rio's Context
 
 Jussy_world thread on P2P.me ICO concentration — 10 wallets filled 93% of $5.3M raise, 336 contributors, Polymarket betting on ICO outcome, team response calling it "early conviction." User @m3taversal flagged. https://x.com/jussy_world/status/2037542331075944739
+
+
+## Key Facts
+- P2P.me ICO raised $5.3M total
+- P2P.me ICO had 336 total contributors
+- 10 wallets provided 93% of the $5.3M raise (~$4.93M)
+- Polymarket created betting markets on P2P.me ICO outcome
+- P2P.me team publicly responded to concentration criticism by calling it 'early conviction'