Abner Shang

尚臻业

Strategy into structure. Structure into results.

Recent

Can You Fire the Generalist?

The durable firm asset is not the model or the harness. It is the hill-climbing loop that turns a rented generalist into a company veteran you can keep.

Can You Fire the Generalist?

Auditability Is Not Logging: What Agent Compliance Will Actually Cost You

Agent Security as Its Own Product: One Reading, Held Loosely

The Fair Use Fight Everyone Is Watching Is Not the One That Matters

Agent-First Tooling Is Not About Agents