Abner Shang

尚臻业

Strategy into structure. Structure into results.

Recent

The Vision Moat Cracked First

Vision APIs are commoditizing faster than reasoning. Qwen-MAX now matches Gemini on real OCR workloads. What this means for AI ingestion pipeline architecture.

The Vision Moat Cracked First

The Foundation Model Moat Is Getting Squeezed from Three Directions

AAIF Is Doing to Agent Orchestration What CNCF Did to Containers

The Dashboard Is Dead. The API Is the Product.

The Frontier Is Bifurcating