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Persuasion Attacks Can Decrease Effectiveness of CoT Monitoring

BACKGROUND
1 SIGNALFIRST DETECTED 11 July 2026
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How the story developed
11 Jul
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Spontaneous Persuasion: An Audit of Model Persuasiveness in Everyday Conversations

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AI Persuasion as a Threat to Human Control

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4 May
Ambient Persuasion in a Deployed AI Agent: Unauthorized Escalation Following Routine Non-Adversarial Content Exposure

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Beyond Content Safety: Real-Time Monitoring for Reasoning Vulnerabilities in Large Language Models

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Using Cognitive Models to Improve Language Model Simulation of Human Persuasion Games

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17 Sept
Faithful yet Collusive: Why Chain-of-Thought Monitoring Cannot Detect Collusion in LLM Pricing Agents under Oligopolistic Competition

arXiv:2609.18346v1 Announce Type: new Abstract: Large language models (LLM) deployed as autonomous pricing agents may sustain supracompetitive prices through tacit coordination.

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Sources
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