Abner Shang

尚臻业

Strategy into structure. Structure into results.

Recent

The Agent Orchestrator Is Not the Moat

Enterprise IT history suggests governance and policy layers tend to outlast framework layers. The same shift may be reaching agent orchestration.

The Convenience Loop: Why AI Assistants Are Picking the Next Default Language

The Number That Matters in Nemotron 3 Super Is Not 120B

World Models Are a Bet Against LLMs, Not Proof They Win

OpenClaw Is Becoming a Platform, and That Is the Risk

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