The same mechanisms that let a maintainer vouch for a human contributor can cryptographically delegate limited authority to an AI agent or service, with separate credentials and trust contexts that can be revoked independently if something goes wrong. Researchers from the Harvard Applied Social Media Lab and others are already experimenting with compatible apps that blend human and AI participants in the same credential‑aware conversations, hinting at how Linux ID might intersect with future developer tooling.
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现代数据湖不再局限于结构化数据，而是通过 Data Lake Formation 架构整合 Paimon、Iceberg 等格式表，并支持原始文件（如图像、音视频）直接入湖。借助 Lance、File 等格式支持，企业可对全类型数据进行统一元数据管理、权限控制与生命周期治理，为 AI 模型训练提供高质量、可追溯的数据资产。