Abner Shang

尚臻业

Strategy into structure. Structure into results.

Recent

Agent-First Tooling Is Not About Agents

Three March 2026 launches hand capability to machines directly. What matters is what that exposure reveals about the products doing it, and what it costs them.

Agent-First Tooling Is Not About Agents

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

Open Weights Hit Production Parity. Reliability Is Now the Harder Thing to Buy.

World Models Relocate Hallucination Rather Than Removing It

Codex Security and the Triage Problem