这套思路对强模型和弱模型的价值不同。强模型通常能靠自身能力绕过一些环境错误和执行偏差，但代价是更多token、更多工具调用和更长耗时。弱模型、本地模型和开源模型更依赖系统层补偿：路径要更明确，依赖要提前处理，输出格式要被约束，复杂流程要拆成它能稳定执 ...

A threat group tracked as UNC6692 uses social engineering to deploy a new, custom malware suite named 'Snow' which includes a ...

Avoid time-consuming configuration and get an awesome statusline right away with these convenient plugins.

Malicious npm packages have been identified distributing malware that steals credentials and attempts to spread across ...

The Ruby vulnerability is not easy to exploit, but allows an attacker to read sensitive data, start code, and install ...

Every secure API draws a line between code and data. HTTP separates headers from bodies. SQL has prepared statements. Even email distinguishes the envelope from the message. The Model Context Protocol ...

Self-propagating npm worm steals tokens via postinstall hooks, impacting six packages and expanding supply chain attacks.

Cloudflare has released Sandboxes and Containers into general availability, providing persistent isolated Linux environments ...

Hackers are exploiting a critical vulnerability in Marimo reactive Python notebook to deploy a new variant of NKAbuse malware ...

【新智元导读】 GPT-5.4真正的杀招终于落地！OpenAI连夜重写基建、原生收编七大沙盒，彻底封死第三方框架的活路。旧时代的聊天玩具已被抛弃，工业级Agent全面觉醒。

Cloudflare expands Agent Cloud with OpenAI GPT-5.4 integration and isolate-based Dynamic Workers, challenging containers as ...