Regulatory authorities worldwide, including the European Commission, the U.S. Department of Justice, and competition authorities in multiple jurisdictions, have increasingly scrutinized dominant platforms’ ability to preference their own services and restrict competition, demanding more openness and interoperability. We additionally note growing concerns around regulatory intervention increasing mass surveillance, impeding software freedom, open internet and device neutrality.
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随着企业数字化转型深入，Data + AI 一体化成为技术架构的核心方向。传统数据湖主要管理结构化与半结构化数据（如 Parquet、JSON），如今正向全模态统一治理演进，将图片、音频、视频等非结构化文件纳入湖仓体系，实现“一湖多源”统一存储与管理。同时，计算引擎从单一大数据工具扩展至支持 AI 场景 Spark、Ray 等分布式框架，推动开发平台向一站式、智能化发展。
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