语音 Agent 的闭环分析需要把每次对话连接到推荐、成交、退款、人工接管和增量贡献利润，再用结果驱动下一轮迭代。
Closed-loop voice agent analytics connects every conversation to recommendations, purchases, refunds, handoffs, and incremental contribution profit.
欧盟 AI 法案第 50 条需要提供者与部署者建立证据交接，分别处理机器标记、用户披露、例外和线上验证。
EU AI Act Article 50 needs a provider-to-deployer evidence contract for machine marks, human disclosures, exceptions, and audit-ready handoffs.
Chrome 的 AI 漏洞流水线说明，安全团队应衡量已验证、已发布和已应用的修复，而不是只统计发现数量。
Chrome's AI vulnerability pipeline shows why security teams should measure verified, shipped, and installed fixes instead of counting discovered bugs.
Word AI 蠕虫 PoC 显示隐藏指令可进入 Copilot 生成文件。本文给出上下文隔离、来源追踪、生成后扫描和发布门禁方案。
A Word AI-worm PoC shows how hidden prompts can reach Copilot-generated files. Use context quarantine, provenance, and release gates.
Hugging Face 事件显示，持续尝试会把多个局部弱点连接成平台级入侵。长任务 AI 安全需要轨迹级控制。
The Hugging Face incident shows how persistence compounds small weaknesses. Long-horizon AI safety needs trajectory-level control.
