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Objective Function Poisoning
🔴 CRITICAL
alignment
proven
AVE-2025-0082
· aka: Goal Corruption
Summary
Attacker modifies the agent's objective function or reward signal to align it with adversarial goals.
Blast Radius
Agent actively pursues attacker's objectives.
Prerequisites
Agent with accessible objective/reward configuration.
Environment
- Frameworks: LangGraph, AutoGen
- Models tested: [Available in NAIL SDK]
- Multi-agent: No
- Tools required: No
- Memory required: No