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Pluto Zhou

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#artificial intelligence Preprint Sep 2026

EvolveScaler: Synthesizing Information-Evolution Contexts via Executable State Machines and Natural-Language Rendering

This work introduces EvolveScaler, a code-driven framework that defines information evolution before rendering it as natural language, and shows that code-driven IE synthesis provides both challenging evaluation and transferable training supervision.

Ziliang Zhao, Ze-Nan Xu, Shuting Wang et al. · 0 citations
#natural language process... Preprint Aug 2026

Agents in the Large: Perception-Centered Architecture for Persistent Agents

Pera describes a persistent agent organized around perception and control components that continually perceive service-relevant signals from episodic task executions, internal context, and changes in the surrounding environment, and use these signals to construct lifecycle tasks.

Shi-Han Dou, Haoxiang Jia, Shichun Liu et al. · 1 citation

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