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New research shows how evolving LLM agents can become trapped in self-reinforcing instruction loops, presenting a novel challenge for maintaining control in autonomous AI systems.

A deep-dive investigation into Claude Opus 4.8 reveals that a complex legal scenario successfully bypassed the model's honesty guardrails, raising new questions about AI reliability.