Abner Shang

尚臻业

Strategy into structure. Structure into results.

Recent

Put the SSH Tunnel Inside Your Database Client

Stop managing SSH tunnels manually. A 50-line pattern that lets your Python DB client open its own tunnel via the native ssh binary — ProxyJump, 2FA, and all.

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.

When AI Safety Moves Down the Stack