Abner Shang

尚臻业

Strategy into structure. Structure into results.

Recent

Your AI Team Should Be a Shadow Company

The first serious enterprise AI team should prototype a lower-cost version of one workflow, not decorate old org charts with tools.

Security Is Becoming an Agent Capability, Not a Wrapper

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

All writing →