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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A few settings are either hard to find or not adjustable at all: The spot cleaning zone that you can drag wherever can't be pinched and made small for a very specific area, and there are no options to customize settings like suction level, water level, or number of cleaning passes for spot cleaning. If one spot cleaning is already underway, you can't add another zone or room to the queue like you can in the Dreame, Roborock, or Eufy app. The SharkClean app also doesn't automatically show the vacuum's cleaning path or point out when small obstacles are found and avoided.
The new MacBook Pros also include Apple's wireless networking chip called N1, which brings improved performance and reliability for wireless connections over Wi-Fi and Bluetooth.