Aaron Levie：AI 智能体集群将重塑网络安全防御
A good argument for the diffusion of AI models that can be used for cyber defense is that the applied AI layer will be able to quickly arm defenders with the to
Box CEO Aaron Levie 认为，用于网络防御的 AI 模型扩散后，应用层能快速为防御方配备保护环境的工具，未来将出现各类智能体集群（agent swarms）扫描、检测、保护并处理企业面临的风险。他指出身份、防火墙、网络、代码扫描、数据保护等每一层安全栈都是巨大机会，唯一欠缺的是算力投入，未来这些智能体消耗的 token 量可能比现在多 1,000 倍。
查看原帖Node2Shell（CVE-2026-111497）是 Brotli 中的一个内存漏洞，Brotli 是被打包进 Node.js、Python、系统库、Envoy 等众多软件中的压缩库。 大多数团队并不清楚 Brotli 在其技术栈中运行的所有位置。它通常是传递依赖或操作系统软件包，而 pip-audit 可能尚未标记它。 Enclave 的智能体扫描你的代码、云环境和服务器，准确展示你暴露在何处。 公告 + 免费检查：https://t.co/n2WDOnYAj9
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Node2Shell (CVE-2026-111497) is a memory bug in Brotli, the compression library bundled into Node.js, Python, system libs, Envoy and more. Most teams don't know every place Brotli runs in their stack. It's usually a transitive dependency or an OS package, and pip-audit may not flag it yet. Enclave's agents scan your code, cloud and servers and show you exactly where you're exposed. Advisory + free check: https://t.co/n2WDOnYAj9
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A good argument for the diffusion of AI models that can be used for cyber defense is that the applied AI layer will be able to quickly arm defenders with the tools necessary to protect their environments.
We are going to see all new types of agent swarms emerge to scan, detect, protect, and process data for all the possible risks that enterprises have.
This is a huge area of opportunity right now for every layer of the security stack across identity, firewall, network, code scanning, data protection, and more. And it’s at least one reason to be optimistic about the balance of offensive and defensive capability.
The only thing missing is likely the amount of compute that will go into this problem. We’ll likely have 1,000X more tokens flowing through these agents than we do today in the future.