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Why governance-by-inspection cannot see whether a practitioner exercised judgment, and what compounds beneath the layer being inspected.


Part one of the audio edition of AI Governance and the Architecture of Practice. AI is entering judgment-laden roles- clinical, financial, legal, regulatory, academic- faster than governance frameworks are adapting, and those frameworks are designed against the wrong failure mode. This episode opens with the I-DEAS story, a finite element analysis package that confidently approved a structure that would not have stood, then lays out the five structural claims: governance-by-inspection cannot distinguish practice from performance, cognitive debt compounds silently at institutional scale, the System 1/System 2 distinction is the operative variable, structural dissent must be architected rather than assumed, and institutional architecture and individual practice compose like reinforced concrete, each necessary, neither sufficient.

This is the audio edition of AI Governance and the Architecture of Practice, a whitepaper from Architecture & Attention, presented in three parts. Read the full whitepaper, explore the companion papers, and subscribe at jamesmaconochie.com.


Originally published on Substack.