Loop 并不神秘。传统开发里一直有各种 loop：消息消费循环、任务调度循环、CI Pipeline、状态机、重试队列、前端交互流、异步 Job Runner。 最近 Agent Loop 被频繁提起。 我的第一反应是先把它放回工程现场里看。 Loop 并不神秘。传统开发里一直有各种 loop：消息消费 ...

如果你正在跑 Agent，今天至少做一件事：加一个最大步数限制。五分钟的改动，省下的可能是下个月某天凌晨的一笔意外 token 账单。然后开始写 JSONL——等你攒了 50 条 trace，HALO 这类工具也差不多成熟到能用了。 6 月 23 日到 24 日，Hacker News 首页在 24 小时内出现 ...

Keep the news in the Wayback Machine. Sign Fight for the Future's letter. An icon used to represent a menu that can be toggled by interacting with this icon. A line drawing of the Internet Archive ...

Value stream management involves people in the organization to examine workflows and other processes to ensure they are deriving the maximum value from their efforts while eliminating waste — of ...

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QCON LONDON A member of Anthropic's AI reliability engineering team spoke at QCon London on why Claude excels at finding issues but still makes a poor substitute for a site reliability engineer (SRE), ...

The Facebook Business SDK is a one-stop shop to help our partners better serve their businesses. Partners are using multiple Facebook API's to serve the needs of their clients. Adopting all these ...

Java annotations were designed for metadata. Spring uses them for dependency injection. Lombok uses them for code generation. JPA uses them for ORM mapping. We use them to write entire programs. This ...