Abner Shang

尚臻业

Strategy into structure. Structure into results.

Recent

The Agent Bottleneck Is Memory, Not Intelligence

Most enterprise agent pilots reportedly fail before production, and the top blocker is context management, not model capability.

Agent Optimization: The SEO Discipline Nobody Is Practicing Yet

The Federal AI Law You're Waiting For Is Not Coming First. State Enforcers Are Already Here.

Anthropic's New Institute Is Not a Safety Team. It Might Be a Sales Team.

When the Model Is Free, the Hard Part Gets Harder

All writing →