为AI代理构建数据层：从事务系统到MCP与语义模型
原标题：Presentation: Architecting the Data Layer for AI Agents: From Transactional Systems to MCP and Semantic Models
AI 摘要
TOTVS 公司的 Fabiane Nardon 在演讲中探讨了为 AI 代理构建数据层的问题。她指出，企业数据通常为事务系统或数据分析优化，而非为代理访问设计。她建议结合事务系统与数据平台，根据工作流需求选择数据源，并利用 MCP 等协议。她还强调了在确定性软件与概率性 AI 之间划分界限的重要性，以平衡精度、安全性和成本。
正文节选
Transcript Fabiane Nardon: My name is Fabiane. I work for TOTVS. TOTVS is probably the biggest tech company you never heard of. This company has been building enterprise systems for the last 40 years in Brazil: SaaS, on-premise, everything in between. About a quarter of Brazilian GDP runs through our systems. Brazil is not a small market, it's the 10th largest economy in the world. When we started building AI agents, our problem was not lack of data, it was the opposite. We had too much data and