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    Different ways of coordinating behavioral repertoires in crowds

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    This study explores four modes of crowd coordination: mechanical (uniform movement with a leader or predefined choreography), physical (movement dictated by environmental constraints), organic (dynamic leadership in small interactive groups), and individual (independent movement requiring coordination to avoid collisions). Experiments manipulating physical and social factors confirmed that these modes influence crowd organization, movement patterns, and leadership dynamics. The findings highlight how different coordination modes shape crowd behavior, contributing to varying levels of homogeneity and heterogeneity in movement

    Toward AI ecosystems for electrolyte and interface engineering in solid-state batteries

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    Solid-state batteries (SSBs) are pivotal for sustainable energy storage, delivering extended life span, low-temperature resilience, and enhanced safety. However, designing stable solid electrolytes and interfaces in SSBsremains a formidable challenge. As a disruptive catalyst for paradigm shifts spanning materials discovery andenergy system redesign, artificial intelligence (AI) is unleashing unprecedented possibilities—could it be the keybreakthrough for SSB innovation? Here, we critically review the progress of AI applications in electrolyte and in-terface engineering, covering key aspects such as stability, conductivity, mechanical properties, and interface re-sistance. This work emphasizes the integration of cutting-edge modeling strategies, including the materials’screening pipelines, machine learning force fields, and generative models. Furthermore, we conduct an in-depthanalysis of persistent challenges and propose a roadmap featuring multiscale modeling and multimodal modelswith physical constraints to build an intelligent ecosystem for SSB development. This review is expected to inspireinterdisciplinary collaborations and drive forward energy materials design, ultimately accelerating the develop-ment of sustainable and cutting-edge battery technologies

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