# Inference Efficiency

Beyond the Chatbot: China’s AI ‘Crayfish’ Moment and the Rise of the Agent Economy

China's leading AI startups are pivoting from conversational chatbots to 'AI Agents' capable of executing complex tasks, triggered by the viral success of the OpenClaw framework. This shift is driving a 100-fold increase in token consumption and forcing a technical transition toward inference efficiency and long-context stability.