Abner Shang

尚臻业

Strategy into structure. Structure into results.

Recent

Security Is Becoming an Agent Capability, Not a Wrapper

Codex Security's research preview points to AI application security moving inside the agent stack, where review, validation, and patching can happen closer...

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

The Half-Billion Dollar Clock in Defense AI