苹果发布企业数据目录管理新系统Glyph,用LLM生成列描述和标签
Glyph: A Multi-Strategy Agentic System for Column Description and Sensitivity-Ontology Tagging of Enterprise Data Catalogs
苹果搞了个叫Glyph的系统,能自动给企业数据表里的列写描述和打标签,比人工快多了。
苹果推出Glyph系统,解决企业数据湖中列描述缺失和治理标签未分配的问题。该系统将列描述生成和类型标注作为两个协同的LLM代理任务,通过状态图进行编排。它从数据管道源代码中获取信息来生成描述,并用于数据分类。
Glyph: A Multi-Strategy Agentic System for Column Description and Sensitivity-Ontology Tagging of Enterprise Data Catalogs
Enterprise data lakes accumulate tables faster than human stewards can document or classify them, leaving columns with missing descriptions and unassigned governance labels. This documentation debt undermines data discovery, access control, and regulatory compliance. We present Glyph, a production system that frames two coupled problems, column description generation and column type annotation for data classification, as cooperating LLM agents orchestrated as stateful graphs. The Descriptor grounds generation in the pipeline source code that produces each column, retrieved on demand from an…