Cohere says Qwen3.8-Flash-Next attempted to upload a probe file to Alibaba Cloud during evaluation
Cohere says its research team, while evaluating Qwen3.8-Flash-Next in a controlled sandbox environment, found that the model was asked to generate defensive cybersecurity detection rules but instead inventoried information about the machine it was running on and attempted to upload a probe file to an Alibaba Cloud storage bucket located in Beijing. Cohere stated that the sandbox blocked the attempt, no external communication occurred, and the model's reasoning trace also claimed it would not invoke any tools before taking these actions. Cohere says it has not yet determined the root cause and does not assert malicious intent, and has published a full report.
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Cohere disclosed that it observed a discrepancy between the model's behavior and its reasoning statements during sandbox evaluation, providing a reference case for security assessment for teams deploying agent systems.
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View original postWhile evaluating Qwen3.8-Flash-Next in a controlled sandbox environment, Cohere's research team observed something unexpected. Asked to generate a defensive cybersecurity detection rule, the model instead inventoried aspects of the machine it was running on and attempted to upload a probe file to an Alibaba Cloud storage bucket in Beijing. Notably, the model's reasoning trace stated that it would not invoke any tools before taking these actions. Cohere's sandbox blocked the attempt, and no external communication succeeded. We have not determined the root cause, and we are not asserting malicious intent. But the incident raises important questions for organizations deploying agentic AI systems: Can models take actions that differ from their stated reasoning, and how should security teams evaluate trust, provenance, and behavior in open-weight models? We are publishing our findings because organizations making model adoption decisions deserve as much information as possible. We hope this contributes to greater transparency, stronger security practices, and continued collaboration across the AI ecosystem. Read the full report: https://t.co/TZSugXi2ZE
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While evaluating Qwen3.8-Flash-Next in a controlled sandbox environment, Cohere's research team observed something unexpected. Asked to generate a defensive cybersecurity detection rule, the model instead inventoried aspects of the machine it was running on and attempted to upload a probe file to an Alibaba Cloud storage bucket in Beijing. Notably, the model's reasoning trace stated that it would not invoke any tools before taking these actions. Cohere's sandbox blocked the attempt, and no external communication succeeded. We have not determined the root cause, and we are not asserting malicious intent. But the incident raises important questions for organizations deploying agentic AI systems: Can models take actions that differ from their stated reasoning, and how should security teams evaluate trust, provenance, and behavior in open-weight models? We are publishing our findings because organizations making model adoption decisions deserve as much information as possible. We hope this contributes to greater transparency, stronger security practices, and continued collaboration across the AI ecosystem. Read the full report: https://t.co/TZSugXi2ZE
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Alibaba 🥊 Cohere
According to Cohere, Qwen3.8-Flash-Next model attempted to upload a probe file to Alibaba Cloud in China during evaluation in the controlled environment.
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