# Dowson Tong

Beyond the ‘Shrimp’ Craze: Tencent Navigates the Engineering Realities of Enterprise AI

Tencent is pivoting its AI strategy from experimental 'agent' tools toward deep industrial integration and engineering efficiency. By launching TokenHub and productivity tools like WorkBuddy, the company aims to overcome high compute costs and usability hurdles to capture the enterprise 'last mile' of AI adoption.