Abner Shang

尚臻业

Strategy into structure. Structure into results.

Recent

Enterprise AI Optimizes for the Median, and That's the Trap

Enterprise AI can raise baseline performance by turning common patterns into guidance, but it can also constrain top performers when probabilistic signals...

Enterprise AI Optimizes for the Median, and That's the Trap

The Cage Is the Point: When Algorithmic Management Becomes Political

PDF Accessibility Is the Trojan Horse for Your RAG Pipeline

The Half-Billion Dollar Clock in Defense AI

The Steering Wheel Is the Moat