Abner Shang

尚臻业

Strategy into structure. Structure into results.

Recent

AI Disclosure Is Becoming the Baseline. Human-Only Is the Next Premium.

AI disclosure on platforms like YouTube is settling into a default standard, which sets up verified human-made work as the next premium signal.

The Deepfake Defense Is Actually an Identity Gate

Infrastructure Is the New Moat

When Safety Moves Inside the Runtime

Treat Vision APIs as Plumbing, Not a Moat

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