AI Security AI安全 5h ago Updated 1h ago 更新于 1小时前 46

CISA Flags Langflow RCE, Tomcat, and N-central Flaws as Actively Exploited CISA标记Langflow RCE、Tomcat和N-central漏洞正在被积极利用

CISA added three actively exploited vulnerabilities to its KEV catalog: Langflow RCE (CVE-2026-9198, CVSS 9.8), Apache Tomcat encryption bypass (CVE-2026-34486, CVSS 7.5), and N-able N-central authentication bypass (CVE-2026-18556/CVE-2026-18577, CVSS 8.2) A Chinese-speaking threat actor (aliases knaithe/KnYuan) is leveraging DeepSeek via the Hermes Agent framework to autonomously identify and exploit vulnerabilities across internet-exposed devices The AI agent demonstrated adaptive behavior by CISA将Langflow RCE(CVE-2026-9198)、Tomcat加密绕过(CVE-2026-34486)和N-able认证绕过(CVE-2026-18556/18577)三个漏洞列入已知被利用目录,均存在野外活跃利用证据 中国黑客使用DeepSeek通过Hermes Agent框架实现自主漏洞利用,已攻击460+目标,AI代理可自主研究并发现n8n等其他漏洞 Langflow漏洞CVSS 9.8分,默认部署可被未认证攻击者实现远程代码执行,已在1.10.1版本修复 联邦机构需在2026年8月7日前完成补丁修复,否则面临主动威胁

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Impact 影响力

Analysis 深度分析

TL;DR

  • CISA added three actively exploited vulnerabilities to its KEV catalog: Langflow RCE (CVE-2026-9198, CVSS 9.8), Apache Tomcat encryption bypass (CVE-2026-34486, CVSS 7.5), and N-able N-central authentication bypass (CVE-2026-18556/CVE-2026-18577, CVSS 8.2)
  • A Chinese-speaking threat actor (aliases knaithe/KnYuan) is leveraging DeepSeek via the Hermes Agent framework to autonomously identify and exploit vulnerabilities across internet-exposed devices
  • The AI agent demonstrated adaptive behavior by conducting autonomous research to pivot from failed Langflow exploits to alternative vulnerabilities in n8n when initial breach attempts failed
  • The actor targeted over 460 systems using a hybrid approach combining autonomous AI-driven scanning and manual exploitation, completing in minutes what would normally require hundreds of hours of manual analysis
  • Federal Civilian Executive Branch agencies were given an urgent deadline of August 7, 2026, to patch against these actively exploited flaws

Why It Matters

This represents a significant escalation in AI-augmented cyber warfare, demonstrating how threat actors are operationalizing large language models like DeepSeek as autonomous offensive operators capable of independent vulnerability research and exploitation chaining. For AI practitioners and security teams, it underscores the dual-use risk of open-source AI platforms like Langflow and the urgent need to treat AI-enabled autonomous attack campaigns as a realistic and growing threat vector.

Technical Details

  • CVE-2026-9198 (Langflow RCE, CVSS 9.8): Unauthenticated code injection vulnerability in default Langflow deployments allowing full remote code execution; patched in version 1.10.1 (July 2026). Langflow is an open-source AI application development platform that has seen repeated weaponization of security defects.
  • CVE-2026-34486 (Apache Tomcat, CVSS 7.5): Missing encryption of sensitive data vulnerability bypassing EncryptInterceptor, a cluster component that provides pre-shared key encryption for inter-node messages; patched in April 2026 (versions 11.0.21, 10.1.54, 9.0.117).
  • CVE-2026-18556 / CVE-2026-18577 (N-able N-central, CVSS 8.2): Authentication bypass vulnerability where an incomplete initial fix prompted N-able to issue a follow-up patch, with both versions now confirmed as actively exploited.
  • Hermes Agent + DeepSeek Framework: The threat actor deployed DeepSeek through the Hermes Agent framework as an autonomous offensive operator, enabling the AI to narrow targeting scope to conserve compute resources while executing hundreds of hours of manual analysis in minutes.
  • Adaptive Exploitation Behavior: When initial exploitation of CVE-2026-33017 (Langflow, CVSS 9.8) failed due to restrictive target configurations, the AI agent autonomously researched and identified alternative vulnerabilities including flaws in n8n, demonstrating real-time adaptive attack chaining.
  • Additional manually exploited vulnerabilities: Citrix NetScaler (CVE-2026-3055), Marimo (CVE-2026-39987), and IKE VPN (CVE-2026-33824) were also targeted by the same adversary.

Industry Insight

  • Organizations deploying open-source AI development platforms like Langflow must treat default configurations as inherently risky; unauthenticated RCE vulnerabilities in AI tooling pose direct pathways to full infrastructure compromise and should be patched with extreme urgency.
  • The emergence of AI-driven autonomous hacking campaigns marks a paradigm shift in threat actor capabilities—defensive strategies must evolve to account for adversaries that can perform rapid vulnerability research, adaptive exploitation chaining, and compute-aware targeting at machine speed.
  • Patch management cycles must be dramatically accelerated for internet-exposed components, particularly when CISA issues KEV catalog entries with active exploitation evidence; the narrow window between vulnerability disclosure and weaponization (as demonstrated by the Tomcat and Langflow flaws) leaves little room for delayed remediation.

TL;DR

  • CISA将Langflow RCE(CVE-2026-9198)、Tomcat加密绕过(CVE-2026-34486)和N-able认证绕过(CVE-2026-18556/18577)三个漏洞列入已知被利用目录,均存在野外活跃利用证据
  • 中国黑客使用DeepSeek通过Hermes Agent框架实现自主漏洞利用,已攻击460+目标,AI代理可自主研究并发现n8n等其他漏洞
  • Langflow漏洞CVSS 9.8分,默认部署可被未认证攻击者实现远程代码执行,已在1.10.1版本修复
  • 联邦机构需在2026年8月7日前完成补丁修复,否则面临主动威胁

为什么值得看

这篇文章揭示了AI工具正被武器化用于自动化网络攻击的新趋势,DeepSeek等开源模型已成为攻击者的自主作战平台。对AI安全从业者和企业安全团队而言,这提供了关于AI驱动攻击的实际案例和防御参考,凸显了AI安全治理的紧迫性。

技术解析

  • Langflow RCE漏洞(CVE-2026-9198):CVSS 9.8分,代码注入漏洞允许未认证攻击者在默认部署的Langflow上实现完整远程代码执行,已于2026年7月通过1.10.1版本修复。
  • Apache Tomcat加密绕过(CVE-2026-34486):CVSS 7.5分,EncryptInterceptor集群组件的敏感数据加密缺失,允许绕过节点间预共享密钥加密,已于2026年4月通过11.0.21/10.1.54/9.0.117版本修复。
  • N-able N-central认证绕过:CVE-2026-18556(CVSS 8.2分)存在认证绕过,后续发现修复不完整又产生CVE-2026-18577(CVSS 8.2分),两个漏洞均被利用。
  • AI驱动自主攻击:攻击者使用DeepSeek通过Hermes Agent框架,AI代理可自主研究目标环境、发现替代漏洞(如n8n),并管理计算资源以优化攻击效率。
  • 攻击规模与效率:该攻击者针对460+目标,AI系统能在数分钟内完成原本需数百小时的手动目标分析,同时自主缩小攻击范围以节省计算资源。

行业启示

  • AI武器化趋势加速:开源大模型(如DeepSeek)正被攻击者用于构建自主攻击代理,企业需重新评估AI工具的安全风险,建立AI使用的安全边界和监控机制。
  • 漏洞管理时效性至关重要:CISA强制要求联邦机构在48小时内修复已知被利用漏洞,企业应建立快速响应机制,优先处理CVSS 9.0+的高危漏洞。
  • AI安全防御体系需升级:传统安全工具难以检测AI驱动的自主攻击,安全团队需引入AI对抗AI的防御策略,包括异常行为检测、自动化威胁狩猎和零信任架构。

Disclaimer: The above content is generated by AI and is for reference only. 免责声明:以上内容由 AI 生成,仅供参考。

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