你坐在电脑前干活，旁边有个家伙一声不吭盯着你。你点哪它看哪，你填什么它记什么，等你做完，它说一句：下次这活我来。 这就是 Codex 刚刚发布的重磅功能，叫 Record & Replay。 翻译过来就是录制加复现。

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整理 | 郑丽媛出品 | CSDN（ID：CSDNnews）过去几年，AI 圈一直在疯狂讨论“大模型能力边界”。但很多人忽略了一件事：真正危险的，未必是模型本身，而是那些把模型连接到真实世界的基础设施。当 AI Agent 开始接管邮箱、数据库、企业 SaaS、代码仓库、云资源，甚至工业设备时，一个原本看起来“普通”的 Web ...

在过去的几年里，人工智能（AI）领域对于“大模型能力边界”的讨论如火如荼。然而，许多人却忽视了一个更为棘手的问题：真正的安全隐患，往往并非来自模型本身，而是那些将模型与现实世界连接的基础设施。当AI代理（AIAgent）开始掌控邮箱、数据库、企业SaaS平台、代码仓库、云资源，甚至工业设备时，一个看似普通的Web框架漏洞，可能瞬间演变为现实世界的安全灾难。

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01 DeepSeek V4-Pro API 永久降价 75%，内部组建代码智能体团队对标 Claude Code ：5 月 31 日折扣到期后价格直接锁定原价 1/4，输入 0.435 美元/百万 token；据报道已组建 Harness 团队主攻代码 Agent， 字符幻觉事件同周得到官方回应。

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The American Petroleum Institute (API) estimated that crude oil inventories in the United States fell by 8.1 million barrels in the week ending May 1. In the week prior, US crude oil inventories fell ...