Abner Shang

尚臻业

Strategy into structure. Structure into results.

Recent

The Frontier Is Bifurcating

Anthropic leaked a 10T-parameter model above Opus. The AI frontier isn't converging — it's splitting into commodity and ultra-tier intelligence, and most architectures aren't built for that.

The Frontier Is Bifurcating

Put the SSH Tunnel Inside Your Database Client

The Moat Is Scar Tissue

LLMs Don't Run the World. World Models Might.

The Eval Layer Is Gone. It's Inside the Runtime Now.