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 ...

Most organizations know they need to govern agentic output. Far fewer have a clear, practical path to doing so. Today, Sonar, a global leader in AI code verification, governance, and efficiency is ...

New benchmarks show semantic code graphs helping coding agents find change locations faster and complete updates more ...

Spring AI 2.0 advances the Java framework for generative AI apps with a Spring Boot 4 baseline, cleaner agentic tooling, Model Context Protocol support and vendor-backed integrations including Azure ...

验证：这是最核心的一步。让写代码的AI给自己打分，它只会盲目自我赞美。因此，必须引入一个完全独立的、默认持怀疑态度的「评估者」智能体来挑错。 让 AI 自己给自己打分，它几乎总会夸自己，因为它脑子里装着自我说服链条。而解法，就是引入一个独立的评估 Agent，默认假设代码是坏的。

The compiler infers, but does not take instructions. There is no syntax for explicit type declarations yet, and the new type ...

When I watch our trade start handing its tests to language models, I don't feel relief. I feel the same itch I get when a release goes too quiet.