Abner Shang

尚臻业

Strategy into structure. Structure into results.

Recent

The Deepfake Defense Is Actually an Identity Gate

Platforms are building Content ID for human faces. The tool sold as creator protection is quietly becoming the entry fee for getting paid.

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

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