The Zhejiang Lab recently showcased GeoGPT as a model of open science. Critics argue this contradicts the reality of China's restrictive AI ecosystem. While labs behind DeepSeek and Qwen release open models, systemic governance remains opaque. Practitioners should treat claims of open cooperation with skepticism when evaluating cross-border research partnerships and model transparency.