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。
This does not mean confusables.txt is wrong. It means confusables.txt is a visual-similarity claim that has never been empirically validated at scale. Many entries map characters to the same abstract target under NFKC decomposition (mathematical bold A to A, for instance), and the mapping is semantically correct even if the glyphs look nothing alike. But if you treat every confusables.txt entry as equally dangerous for UI security, you are generating massive false positive rates for 96.5% of the dataset.
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