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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The Traitors Season 4 wraps up this week, but for those of you who love to watch reality TV stars scheming together in a house, might we suggest House of Villains as a possible replacement? The series brings infamous reality TV villains under one roof for a season of challenges, alliances, and banishments. Cast members include Traitors alumni like Kate Chastain and Tom Sandoval, as well as Flavor of Love's Tiffany "New York" Pollard. They're sure to bring the drama, but if you're looking for even better post-Traitors reality TV fare, I recommend you keep reading this list. — Belen Edwards, Entertainment Reporter
Comparison between Knoll’s and Yliluoma’s algorithms using a 16-colour irregular palette. Left to right: Knoll, Yliluoma. The ‘Yliluoma’s ordered dithering algorithm 2‘ variant was used.