| Startup Zhongshu Ruizhi says causal-reasoning AI is running at 35 Chinese state-owned enterprises At the 2026 World Artificial Intelligence Conference in Shanghai, Chinese startup Zhongshu Ruizhi released an "AI for Reasoning" causal intelligence framework and a Causal World Model Technical Blue Paper, per QbitAI. Causal intelligence systems model cause-and-effect relations between variables directly, rather than pattern matching between inputs and outputs the way most generative models do. The company reports the system is in production at more than 35 large central and provincial state-owned enterprises across oil and gas, power, manufacturing, medicine and finance, covering more than 800 core business scenarios. In oil-and-gas well-control testing disclosed in the blue paper, the company says the system advances warning windows for overflow and gas intrusion by roughly 15 to 20 minutes, locates root causes in complex conditions with about 94% accuracy and filters out more than 40% of false alarms caused by sensor drift and normal operating fluctuations. |