Abner Shang

尚臻业

Strategy into structure. Structure into results.

Recent

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

A new open-weight release leads on hallucination rate rather than size. Lab-measured reliability does not transfer to your deployment, and it removes your...

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

Singapore Is Pointing AI Governance at Runtime, Not Weights