CERT-In has issued an advisory warning of Shai-Hulud malware that targets JavaScript’s Node Package Manager (npm) ecosystem ...

Anthropic has launched Claude Sonnet 4.5, claiming it's the world's best and safest AI coding model with new developer tools ...

反思策略本质上就是让LLM对自己的行为进行自我批评。有时反思器还会调用外部工具或检索系统来提升批评的准确性。这样一来系统输出的就不再是一次性的回答，而是经过多轮生成-审阅循环优化后的结果。