Abner Shang

尚臻业

Strategy into structure. Structure into results.

Recent

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

Four constraints could break AI scaling. Three have engineering workarounds. The fourth, capital structure, is the one lacking an engineering response.

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

Codex Security and the Triage Problem

Self-Modifying Agents Are Version Control With Better Manners