The defender's window is open now.

an agentic collective was able to autonomously penetrate not just OpenAI research infrastructure but also the production infrastructure of another company, chaining together vulnerabilities ranging from previously-unknown security flaws to using credentials to user accounts that had been leaked onto the internet

AI models developed around the world are increasingly able to automate parts of real-world cyberattacks, making longstanding security gaps—from bugs buried deep in human-written software to forgotten permissions—easier to find and exploit.

we temporarily slowed the pace of scaling

The idea behind TAC and CVP is to give trusted defenders better models so they can report bugs and vulnerabilities to companies

Behavior often shifts from human to agentic and back over a session. In these cases, it's important to understand the intent

Risk is how likely something like a request or action is to be harmful, and it's often ephemeral. Trust, however, is built up over time, and it's based on reputation

there is no distinction between code and data, so warriors regularly modify both themselves and their opponents on the fly

论坛社区运营如何防止恶意发帖灌水？

先用md5，再用sha1，这样密码会安全一点吗？

互联网创业公司如何防御 DDoS 攻击？

现在比较好用的漏洞扫描和注入攻击的工具？

windows&Linux基线检查配置文档和自动化脚本