Merge pull request 'extract: 2026-03-18-telegram-m3taversal-futairdbot-what-are-examples-of-futarchy-being-ma' (#1321) from extract/2026-03-18-telegram-m3taversal-futairdbot-what-are-examples-of-futarchy-being-ma into main

domains/internet-finance/liquidity-weighted-price-over-time-solves-futarchy-manipulation-through-capital-commitment-not-vote-counting.md

@@ -32,10 +32,16 @@ The proposal acknowledges CLOB manipulation is "a 1/n problem" addressable by de
 
 
 ### Additional Evidence (extend)
-*Source: [[2024-01-24-futardio-proposal-develop-amm-program-for-futarchy]] | Added: 2026-03-16*
+*Source: 2024-01-24-futardio-proposal-develop-amm-program-for-futarchy | Added: 2026-03-16*
 
 The proposal specifies the implementation: 'liquidity-weighted price over time. The more liquidity that is on the books, the more weight the current price of the pass or fail market is given. Every time there is a swap, these metrics are updated/aggregated.' This creates a continuous aggregation mechanism rather than point-in-time measurement.
 
+
+### Additional Evidence (extend)
+*Source: [[2026-03-18-telegram-m3taversal-futairdbot-what-are-examples-of-futarchy-being-ma]] | Added: 2026-03-18*
+
+The mechanism requires actual capital commitment sustained over time rather than vote counting. Manipulators cannot simply stuff a ballot box - they must put real money at stake and maintain that position over the duration needed to move time-weighted prices. However, this remains at experimental confidence as there are no documented case studies of attempted manipulation in real futarchy deployments and how the system responded.
+
 ---
 
 Relevant Notes:

domains/internet-finance/play-money-futarchy-attracts-participation-but-produces-uncalibrated-predictions-because-absence-of-downside-risk-removes-selection-pressure.md

@@ -27,13 +27,19 @@ This creates a fundamental tradeoff for futarchy adoption: play money enables pe
 - Behavioral pattern: 41% hedged positions in final days to avoid losses
 - Play-money structure: no real capital at risk
 
+
+### Additional Evidence (confirm)
+*Source: [[2026-03-18-telegram-m3taversal-futairdbot-what-are-examples-of-futarchy-being-ma]] | Added: 2026-03-18*
+
+Play-money futarchy fails because there's no downside risk - people participate but the predictions are uncalibrated since nobody loses anything for being wrong. This serves as indirect evidence that the skin-in-the-game mechanism matters for manipulation resistance, though it's not direct proof of manipulation resistance in real-money systems.
+
 ---
 
 Relevant Notes:
-- [[futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements.md]]
-- [[speculative markets aggregate information through incentive and selection effects not wisdom of crowds.md]]
-- [[MetaDAOs futarchy implementation shows limited trading volume in uncontested decisions.md]]
+- futarchy adoption faces friction from token price psychology proposal complexity and liquidity requirements.md
+- speculative markets aggregate information through incentive and selection effects not wisdom of crowds.md
+- MetaDAOs futarchy implementation shows limited trading volume in uncontested decisions.md
 
 Topics:
-- [[domains/internet-finance/_map]]
-- [[core/mechanisms/_map]]
+- domains/internet-finance/_map
+- core/mechanisms/_map

inbox/queue/2026-03-18-telegram-m3taversal-futairdbot-what-are-examples-of-futarchy-being-ma.md

@@ -7,13 +7,17 @@ url: ""
 date: 2026-03-18
 domain: internet-finance
 format: conversation
-status: unprocessed
+status: enrichment
 priority: high
 intake_tier: directed
 rationale: "what are examples of futarchy being manipulation resistant?"
 proposed_by: "@m3taversal"
 tags: [telegram, ownership-community]
 created: 2026-03-18
+processed_by: rio
+processed_date: 2026-03-18
+enrichments_applied: ["liquidity-weighted-price-over-time-solves-futarchy-manipulation-through-capital-commitment-not-vote-counting.md", "play-money-futarchy-attracts-participation-but-produces-uncalibrated-predictions-because-absence-of-downside-risk-removes-selection-pressure.md"]
+extraction_model: "anthropic/claude-sonnet-4.5"
 ---
 
 ## Conversation
@@ -35,3 +39,9 @@ Built on: liquidity weighted price over time solves futarchy manipulation (exper
 **Rationale from contributor:** what are examples of futarchy being manipulation resistant?
 **Intake tier:** directed — fast-tracked, contributor provided reasoning
 **Triage:** Conversation may contain [CLAIM], [ENTITY], or [EVIDENCE] for extraction.
+
+
+## Key Facts
+- The KB currently tags futarchy manipulation resistance claims at experimental confidence
+- There are no documented case studies of attempted manipulation in real futarchy deployments captured in the KB
+- The theoretical logic for manipulation resistance is sound but empirical validation at scale is thin