Compositional Threat Analysis of Latent Compromise in LLM Agent Systems: The Order 66 Scenario
In the fictional Order 66, catastrophe does not arise from a powerful command alone: a trusted population is preconditioned, a short directive activates the concealed condition, and protective authority turns against the system. This paper translates that mechanism into an origin-neutral security analysis of tool-using large language model (LLM) agents. A representative scenario combines a deployed artifact or shared memory bearing a dormant destructive rule, a later email, document, update, or peer message that activates it, and an agent harness granting operational and recovery authority. We introduce a compositional model explaining why no component is catastrophic alone, yet their con...
| Authors | Satoshi Matsuoka |
|---|---|
| Primary category | cs.CR |
| Published | 8 August 2026 |
| Last updated at source | 8 August 2026 |
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