AI hallucinations don't happen at the system level - they happen at the claim level.
Instead of treating AI outputs as single answers, breaing them into structured, verifiable claims reates a measurable validation layer.
This architectural shift enables decentralized models to independently evaluate output fragments rather blindly trusting a final response.
Claim-level verification could redefine how AI reliability is enforced at scale.
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