Abner Shang

尚臻业

Strategy into structure. Structure into results.

Recent

Why Frontier Models Stay Spiky

Frontier models stay spiky because useful work is contextual and counterfactual paths are ungradable. Post-training quality is a grader problem, not a pretraining-size problem.

Why Frontier Models Stay Spiky

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