Multi-Agent Failure Modes: Collusion, Loops, and Amplified Errors

Agentic AI 18 min min read Updated: Feb 26, 2026 Advanced
Multi-Agent Failure Modes: Collusion, Loops, and Amplified Errors
Advanced Topic 6 of 8

Multi-Agent Failure Modes: Collusion, Loops, and Amplified Errors

Collusion

Agents can converge on the same wrong idea because they share prompts or memory. Mitigate by injecting diversity: different prompts, different tools, different perspectives.

Looping

Agents can bounce tasks back and forth. Fix with ownership rules and max handoffs.

Amplified hallucinations

If one hallucination becomes shared state, the whole team is poisoned. Validate key facts via tools or human review.

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