Abner Shang

尚臻业

Strategy into structure. Structure into results.

Recent

Self-Improving Agent Skills Are a Version Control Problem, Not an Intelligence Problem

Letting agents edit their own skill files without an audit trail is uncontrolled drift. The real unlock is evaluate-then-rollback discipline, not smarter...

The Super App Is an Anti-Pattern: Why OpenAI's Consolidation Play Sells Modularity for Everyone Else

2026-07-14

The Agent Bottleneck Is Memory, Not Intelligence

2026-07-13

Agent Optimization: The SEO Discipline Nobody Is Practicing Yet

2026-07-12

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

2026-07-08

All writing →