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- What: Renamed claim title and all references from "defenders" to "arbitrageurs" - Why: The mechanism works through self-interested profit-seeking, not altruistic defense. Arbitrageurs correct price distortions because it is profitable, requiring no intentional defense. - Scope: 2 claim files renamed, 87 files updated across domains, core, maps, agents, entities, sources - Cascade test: foundational claim with 70+ downstream references Pentagon-Agent: Theseus <A7E04531-985A-4DA2-B8E7-6479A13513E8>
21 lines
No EOL
900 B
Markdown
21 lines
No EOL
900 B
Markdown
---
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type: entity
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entity_type: company
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name: TWG AI
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domain: internet-finance
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status: active
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tracked_by: rio
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created: 2026-03-11
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---
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# TWG AI
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TWG AI is an analytics company specializing in AI-powered pattern detection. In January 2026, TWG AI partnered with Polymarket and Palantir to build surveillance infrastructure for sports prediction markets.
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## Timeline
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- **2026-01-XX** — Partnered with [[polymarket]] and [[palantir]] to build surveillance system detecting suspicious trading and manipulation in sports prediction markets, providing AI analytics to flag unusual patterns
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## Relationship to KB
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TWG AI's role in prediction market surveillance demonstrates the application of AI analytics to market integrity monitoring, relevant to discussions of manipulation resistance in [[futarchy is manipulation-resistant because attack attempts create profitable opportunities for arbitrageurs]]. |