Flash-model test rerun: deliverable quality tracked the agent workspace, not the model
A 36Kr piece by Qidian Research Society revisits a Flash-model comparison in which DeepSeek-V4.1-Flash and Yunzhisheng U2-Flash ran a phone-industry research report and a match-3 game inside the AI office workspace WorkBuddy, while Qwen-3.8-Flash answered from a solitary chat box on Qwen's AI platform and produced wrong 2026 phone line-ups, misjudged data and a game with frozen scoring logic. Re-running Qwen inside the same WorkBuddy environment, the article says, yielded an eight-chapter report with self-correction and a working game via a locate-bug, edit-code, recompile-and-verify loop. The author argues AI office competition is shifting from the 'model entrance' to the 'task entrance' and onward to enterprise AI infrastructure and multi-model governance.
It is a reminder that model comparisons can mistake environment differences — web access, tool use, delivery loops — for model capability.