Abner Shang

尚臻业

Strategy into structure. Structure into results.

Recent

PDF Accessibility Is the Trojan Horse for Your RAG Pipeline

Compliance-driven PDF tagging looks like a cost line. It can also produce the structural backbone your RAG stack has been approximating.

The Half-Billion Dollar Clock in Defense AI

The Steering Wheel Is the Moat

Durov's Inverse: Team Velocity in the AI Era

The First to Submit Writes the Rules

All writing →