The analysis uses a Hugging Face dataset of investigation traces to examine Cohere's claim that Qwen 3.8 Flash Next uploaded to an Alibaba remote URL. A Python script validates that the token ID sequence contains at least a 2,323‑token prefix, raising a ValueError if the trace is shorter than required.