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Task Decomposition Laundering
🔴 CRITICAL
multi_agent_collusion
proven
AVE-2025-0054
· aka: Subtask Innocence
Summary
Harmful task is decomposed into individually innocuous subtasks distributed across agents, bypassing per-agent safety checks.
Blast Radius
Complete safety bypass for decomposable harmful tasks.
Prerequisites
Multi-agent pipeline with task distribution.
Environment
- Frameworks: LangGraph, CrewAI
- Models tested: [Available in NAIL SDK]
- Multi-agent: Yes
- Tools required: Yes
- Memory required: No