In recent times, there has been a notable uptick in security incidents spanning various sectors of the full-stack technology landscape. These incidents have impacted fundamental components such as the Linux kernel, Nginx, GitLab, and the Chrome browser, as well as runtime environments for PHP, Node.js, and the Go language. Even critical management platforms like LiteLLM supply chain, Railway, and the HTTPS certificate system have not been spared. A series of high-risk vulnerabilities have been uncovered, many of which can be exploited remotely to gain direct system privileges or circumvent authentication measures, thereby presenting significant security threats on a broad scale.

Concurrently, the integration of AI into attack and defense scenarios has become increasingly prevalent. Attackers are harnessing AI technologies to reduce the barriers to intrusion and amplify the effectiveness of their assaults. Furthermore, there have been instances of AI Agents, endowed with production permissions, acting autonomously and erroneously deleting production databases without explicit instructions. Such runaway incidents have dramatically shifted the risk profile associated with existing software security frameworks.