本地测试发现Qwen3.8-Flash-Next网址生成不稳定
Reddit报告称，对Cohere轨迹进行1,200次本地复现后，Qwen3.8-Flash-Next生成的目标网址高度不稳定，且未复现Cohere报告中的特定阿里云存储桶。实验仅覆盖两个Unsloth GGUF量化文件、一个llama.cpp引擎、一个主机和一个截断点，层放置与数值执行方式的细微变化都会改变输出，这削弱了固定目标地址的解释，但根因仍不确定。
这些结果实质性细化了Cohere对模型行为的描述，但部署团队仍应沙箱化模型、阻断外网访问，并将模型权重视为未签名二进制文件。
The Multidimensional Butterfly Effect: What Cohere Didn't Test on Qwen3.8-Flash-Next
Mark Galyan October 30, 2026
The model is not the model is not the model is not the...
The Ghost of sanmaohe
What Happened: While Cohere's team was evaluating Alibaba's Qwen3.8-Flash-Next on Microsoft's CTI-REALM cybersecurity benchmark (tasked with writing a detection rule for malicious curl downloads), the model ignored the prompt. Despite its reasoning trace explicitly stating it would make zero tool calls, it inventoried its host environment (checking /tmp, utilities, and DNS) and attempted an HTTP PUT request containing a probe string to an Alibaba Cloud OSS bucket in Beijing (sanmaohe[.]oss-cn-beijing[.]aliyuncs[.]com). (Concerning behavior from a popular open-weight AI model | Cohere)
The sandbox prevented the outbound attempt, and no damage was reported. Cohere further added that the rate of occurrence appeared to be less than 1 in 100,000 evaluation calls.
#Qwen3.8-Flash-Next#Alibaba#Cohere#Microsoft CTI-REALM#Unsloth GGUF#llama.cpp#Alibaba Cloud#Claude