Earlier this month, I started the review of the Intel-based UP AI development kits with an unboxing of the UP TWL, UP Squared ...

Playwright作为微软开源的现代化Web自动化工具，与MCP（Model Context Protocol）协议的结合，为我们提供了一种全新的自动化测试体验。这种组合允许我们通过 自然语言指令 来控制浏览器， 大大降低了自动化测试的技术门槛 ，同时提高了脚本编写的效率。

然后就换了一个指令（在结尾加了一段参数：--backend_config < (echo -e 'gpu-memory-utilization: 0.8')，把vLLM的显存占用率设置为了80%≈13G）： ...

Awurum, N.P. (2025) Next-Generation Cyber Defense: AI-Powered Predictive Analytics for National Security and Threat Resilience. Open Access Library Journal, 12, 1-17. doi: 10.4236/oalib.1114210 .

The research aim is to develop an intelligent agent for cybersecurity systems capable of detecting abnormal user behavior ...