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teleo-codex/entities/internet-finance/twg-ai.md
Teleo Pipeline dffff37c1b theseus: rename futarchy claim from defenders to arbitrageurs 
- 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>
2026-04-04 16:17:54 +00:00

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Raw Blame History

type entity_type name domain status tracked_by created
entity company TWG AI internet-finance active rio 2026-03-11

TWG AI

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.

Timeline

  • 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

Relationship to KB

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.