The Zhejiang Lab recently showcased GeoGPT as a model of open science at the World AI Conference. Critics argue this contradicts claims that openness defines China's AI development. While labs behind DeepSeek and Qwen release models, systemic transparency remains elusive. Practitioners should verify the actual accessibility of these shared standards before relying on them.