Abner Shang

尚臻业

Strategy into structure. Structure into results.

Recent

Your Spreadsheet Can't Tell a Fact From a Guess

Ops decisions rot when actuals, estimates, and mocks share a cell with no tag. Provenance on every figure beats a prettier dashboard.

Why Frontier Models Stay Spiky

Can You Fire the Generalist?

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

Agent Security as Its Own Product: One Reading, Held Loosely

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