Abner Shang

尚臻业

Strategy into structure. Structure into results.

Recent

The Foundation Model Moat Is Getting Squeezed from Three Directions

Open weights, world models, and state-level regulation are hitting the model layer simultaneously. The durable value has moved to orchestration.

AAIF Is Doing to Agent Orchestration What CNCF Did to Containers

The Dashboard Is Dead. The API Is the Product.

The Frontier Is Bifurcating

Put the SSH Tunnel Inside Your Database Client

All writing →