在大数据领域，数据血缘早已成为治理与溯源的核心能力。然而，在 AI 工程化实践中，从原始数据到最终推理结果的全链路血缘追踪长期处于空白状态——模型训练依赖哪些数据？某次推理异常是否源于早期数据污染？这些问题缺乏系统性答案。DataWorks 率先推出 AI 全链路血缘追踪能力，填补行业空白。该能力覆盖完整 AI 生命周期：从数据集导入、通过 Spark 或 Ray 进行清洗与特征工程，到预训练、微调（SFT）、模型注册，再到部署与在线推理服务，每一步的数据流动与任务依赖均被自动捕获并可视化。基于统一元数据服务和调度引擎，系统可精准关联数据版本、代码任务、模型快照与服务接口，实现“一图看尽 AI 血缘”。这不仅提升了模型可解释性与调试效率，更满足金融、自动驾驶等高合规场景对 AI 审计与责任追溯的严苛要求，真正让 AI 开发变得透明、可信、可管。
Try Galaxy relaunches for the S26 seriesThe day after Unpacked, Samsung shared a press release on its newsroom that encouraged users to check out its Try Galaxy experience on their devices. By scanning a QR code, users can launch the Galaxy UI and check out apps, photo editing tools, AI features and more. Managing editor Cherlynn Low checked it out on her iPhone 17 Pro and found the whole setup trippy but fascinating. You can also use Try Galaxy to check out the company’s foldable phones’ software on your main device. As our editor in chief Aaron Souppouris pointed out, this isn’t the first time Samsung has made it possible to emulate a Galaxy phone on your own handset, but the new iteration for Galaxy S26 certainly is new this year.。业内人士推荐同城约会作为进阶阅读
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The report from OpenAI “clearly demonstrates the way that China is actively employing AI tools to enhance information operations,” Michael Horowitz, a former Pentagon official focused on emerging technologies, told CNN.
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