Abner Shang

尚臻业

Strategy into structure. Structure into results.

Recent

The Bottleneck Moved: Intelligence Is Cheap, Coordination Is Not

Recent releases point one direction: the frontier is shifting from how well one agent reasons to how reliably many agents coordinate and fail.

The Federal AI Law You're Waiting For Isn't Coming. State Enforcement Already Did.

The Cheating Crisis Is a Design Failure, Not an Enforcement Problem

27 Seconds to Breakout: Why Identity Is the Only Perimeter Left

Self-Improving Agent Skills Are a Version Control Problem, Not an Intelligence Problem

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