Abner Shang

尚臻业

Strategy into structure. Structure into results.

Recent

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

Agent safety is turning into a compliance surface. Recording what an agent did is cheap. Proving what it could not do is the expensive part.

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

Invert the AI Scaling Consensus: Four Constraints, One Real Fragility

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