Abner Shang

尚臻业

Strategy into structure. Structure into results.

Recent

Infrastructure Is the New Moat

Open-weight models are reaching parity, so the moat moves from owning the model to orchestrating it. A model is a stateless function and commoditizes; a...

Infrastructure Is the New Moat

When Safety Moves Inside the Runtime

Treat Vision APIs as Plumbing, Not a Moat

The Agent Orchestrator Is Not the Moat

The Convenience Loop: Why AI Assistants Are Picking the Next Default Language