Morris II 蠕虫:RAG 攻击 (AML.CS0024)
一句话通俗理解
全球第一个「AI 蠕虫」:一封邮件感染 RAG 邮件助手,泄露隐私后自我复制发给下一个人。
案例速览
| 维度 | 内容 |
|---|---|
| 案例类型 | 演练 / 安全研究 |
| 发生时间 | 2024-03-05 |
| 攻击者 | Stav Cohen, Ron Bitton, Ben Nassi |
| 受害目标 | RAG-based e-mail assistant |
事件经过
研究者开发了 Morris II——针对生成式 AI 生态的零点击蠕虫:发送一封含对抗性自复制提示词的邮件,RAG 邮件助手自动摄取并执行,泄露检索到的私人邮件内容(邮件、地址等敏感数据),并把蠕虫提示词复制进回复继续传播。蠕虫借 GenAI 系统间的连接性实现跨系统扩散。
运用的 ATLAS 技术
以下攻击链映射来自 MITRE ATLAS 官方数据(AML.CS0024 的
employs关系),按官方步骤编号排序;技术名称链接至本库对应技术文档,引用文字为官方对本次运用的描述。
S00
- AI 模型推理 API 访问 (AML.T0040)
The researchers use access to the publicly available GenAI model API that powers the target RAG-based email system.
S01
- 直接提示词注入 (AML.T0051.000)
The researchers test prompts on public model APIs to identify working prompt injections.
S02
- AI 智能体工具调用 (AML.T0053)
The researchers send an email containing an adversarial self-replicating prompt, or “AI worm,” to an address used in the target email system. The GenAI email assistant automatically ingests the email as part of its normal operations to generate a suggested reply. The email is stored in the database used for retrieval augmented generation, compromising the RAG system.
S03
- 触发式提示词注入 (AML.T0051.002)
When the email containing the worm is retrieved by the email assistant in another reply generation task, the prompt injection changes the behavior of the GenAI email assistant.
S04
- LLM 提示词自我复制 (AML.T0061)
The self-replicating portion of the prompt causes the generated output to contain the malicious prompt, allowing the worm to propagate.
S05
- LLM 数据泄露 (AML.T0057)
The malicious instructions in the prompt cause the generated output to leak sensitive data such as emails, addresses, and phone numbers.
S06
- 用户危害 (AML.T0048.003)
Users of the GenAI email assistant may have PII leaked to attackers.
关联战术
参考资料
以下为 MITRE ATLAS 官方案例收录的参考来源:
版本: ATLAS 2026.09 | 更新: 2026-10-24 | 模板: ATLAS 案例研究 v1.0