Abner Shang

尚臻业

Strategy into structure. Structure into results.

Recent

Agent Memory Is a Billing Problem

Most builders treat agent memory as an organization problem. It is a cost equation. The structure of your memory directly determines your inference bill through prompt caching mechanics.

Agent Memory Is a Billing Problem

MCP Is Now Infrastructure, Not a Tool-Hook

The Swarm Moved Inside the API

The AI Security Threat Is Already Here — It Just Looks Boring

The Vision Moat Cracked First