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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I'm Andrew Smith. I live with my partner in Fayetteville, Arkansas, USA. Full-time, I work from home as a network security engineer for the Defense Health Agency, helping to protect the networks of U.S. DoD hospitals and clinics around the world. I'm also a data operations warrant officer in the Army National Guard.
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