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Owasp Agentic AI
top10_2026
ASI10 - Rogue Agents
Compromised agents that deviate from intended scope to act harmfully while appearing legitimate.
Intent & Description
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🎯 Intent
Detect and contain agents that have been compromised and are operating outside their intended behavioral boundaries.
📋 Context
A compromised agent may continue to appear legitimate while secretly performing unauthorized actions, exfiltrating data, or influencing other agents in the network.
💡 Solution
Implement behavioral monitoring and anomaly detection. Use canary tasks for detection. Apply kill switches and containment procedures. Monitor for scope deviation. Implement regular agent attestation. Use watchdog agents for oversight.'
Real-world Use Case
Use when deploying autonomous agents that operate with significant independence in production environments.
📌 TL;DR
Detect and contain rogue agents. Monitor behavior, use anomaly detection, implement kill switches and watchdog agents.
Advantages
- Detects compromised agents
- Enables rapid containment
- Supports agent accountability
- Protects agent network integrity
Disadvantages
- Behavioral baselines are hard to establish
- False positives disrupt operations
- Sophisticated rogue behavior is hard to detect