"Tuning frictional behavior on the fly has been a long-standing engineering dream," said co-author Katia Bertoldi of Harvard University. "This new insight into how surface geometry governs slip pulses paves the way for tunable frictional metamaterials that can transition from low-friction to high-grip states on demand.” In addition, the dynamics revealed by these results are similar to those of tectonic faults and thus give scientists a new model for the mechanics of earthquakes, according to their new paper published in the journal Nature.
2025 年，DataWorks 的核心优势聚焦两大方向：一是 AI + 大数据深度融合，通过集成 Spark、Ray 等 AI 友好引擎与 Copilot 智能开发能力，支持从数据准备、特征工程到大模型推理的端到端 pipeline；二是湖仓一体架构升级，全面兼容 Paimon、Iceberg、Delta Lake 等开放湖格式，实现结构化与非结构化数据统一存储、统一元数据管理与统一治理，构建高性能、低成本、可扩展的新一代数据基础设施。
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