entity · derived
Novelty
Derived node: assembled mechanically from the claims carrying novelty. A roster, not an adjudicated definition.
Every claim under this term
- 3782201-012 : Suggestions that artificial intelligence will solve the rigidity of centralized reputation systems are misguided and will fail for the same reason, because neural networks are merely a complex mathema [FALSIFIED -- The claim holds that neural networks are 'always extremely unreliable when applied to novel situations.' Frontier model performance on held-out and adversarially novel tasks between 2023 and 2026 contradicts the unqualified form of this claim. The underlying institutional argument may survive; the empirical premise as stated does not.]
- 3782201-036 : Middlemen persist rather than being automated away because there are certain junctures in business where novel problems regularly arise whenever circumstances change, requiring creative solutions that