Abner Shang

尚臻业

Strategy into structure. Structure into results.

Recent

The interface is no longer for you

Google, Binance, and Binary Ninja all shipped machine-first interfaces in Q1 2026. Platforms aren't designing for humans anymore. They're designing for agents.

The interface is no longer for you

The Model Is Not the Moat — The Improvement Loop Is

Agent Memory Is a Billing Problem

MCP Is Now Infrastructure, Not a Tool-Hook

The Swarm Moved Inside the API