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Occasional writing on AI adoption, institutional technology, and what we're learning from the work.

December 2025 6 min read

The Verifier’s Dilemma II

For fifty years, the defining constraint of software engineering was the speed of the typist. That era shifted on a Tuesday morning with the release of GPT-4. We explore the transition from Creation to Governance.

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December 2025 8 min read

The Verifier's Dilemma

Most conversations about AI start with the wrong question. Executives ask, "Can AI do this task?" The better question is, "Can we verify that AI did this task correctly?" A framework for evaluating AI projects based on output verifiability.

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