Abner Shang

尚臻业

Strategy into structure. Structure into results.

Recent

The Worker-Model Tier Is the Real Product

Frontier models are R&D showcases. The worker tier is what you actually deploy, and it is starting to absorb the router you built around it.

The Durable Moat in Agent Control Planes

One Throat to Choke Means No Independent Witness

The Agent That Can Stop Is the Agent You Can Trust

State AI Rules Are Becoming a Compliance Problem Before Federal Law Arrives

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