Abner Shang

尚臻业

Strategy into structure. Structure into results.

Recent

Self-Improving Agents Are Lying to You

Self-modifying agents are only safe with evaluate and rollback discipline. Without an audit trail, self-improvement is just drift with better PR.

The interface is no longer for you

The Model Is Not the Moat — The Improvement Loop Is

Agent Memory Is a Billing Problem

MCP Is Now Infrastructure, Not a Tool-Hook

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