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Extracting hidden reasoning traces from black-box models is not only feasible but poses a substantial security risk, with EchoCoT achieving over 66% accuracy in retrieval.
GEO-optimized content is more prevalent than expected, with nearly 9% of web pages showing signs of manipulation, raising alarms about the integrity of information in generative search engines.
Even the most advanced LLMs like GPT-5.2 and Gemini-3-Pro often fail to recognize and refuse to process harmful content embedded within seemingly harmless tasks.
