iamtrask Predicts Liability Costs Will Divert AGI Investment to Narrow AI Networks

iamtrask · x · 2026-08-05

Prominent AI researcher Trask outlined a thought-provoking evolutionary path for AGI focused on economics and liability:

Liability Punishes Generality: Broader model capabilities require more compliance and liability coverage, increasing costs.
Economic Shift: Models that spawn narrower models become more profitable because they deliver the same value while paying less for liability.
Investment Divestment: As capital chases the best ROI, funding will divest from monolithic AGI projects and flow into routed networks of narrow AIs operating within a well-organized liability regime.
End-User Impact: While clients will offer general capability that feels like AGI, the backend will actually be millions of small models on servers worldwide, each charging appropriate risk-adjusted prices, with some requiring KYC.

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