Abner Shang

尚臻业

Strategy into structure. Structure into results.

Recent

The Fair Use Fight Everyone Is Watching Is Not the One That Matters

A permissive copyright ruling on AI training may leave the industry worse off than a restrictive one, because it keeps acquisition and distribution...

The Fair Use Fight Everyone Is Watching Is Not the One That Matters

Agent-First Tooling Is Not About Agents

Invert the AI Scaling Consensus: Four Constraints, One Real Fragility

Open Weights Hit Production Parity. Reliability Is Now the Harder Thing to Buy.

World Models Relocate Hallucination Rather Than Removing It