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This paper proposes 'learnable novelty' as a unified principle underlying intelligence across statistics, complex systems, and adaptive behavior, and provides a differentiable estimator using reservoir computing that demonstrates complexity generation, abstraction, and exploration without supervision.
A patent skill based on AgentSkills that automatically generates Chinese patent technical disclosure documents from project documentation and code, covering patent point mining, novelty search (prioritizing the China National Intellectual Property Administration publication announcement site), desensitization drafting, and self-check closure. Supports iterative revisions, outputting .md and .docx formats.