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The Loop Must Terminate in Reality
Using AI as a Socratic Collaborator Without Outsourcing Judgment
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Public engineering practice
A place to inspect the work behind the work: reasoning, implementation decisions, revisions, demonstrations, notebooks, and technical writing.
Write when there is an approach to test, a constraint to work through, an assumption to examine, or a result worth understanding.
Show the options considered, the tradeoffs made, the revisions that followed, and the evidence that changed the direction.
Use runnable demonstrations, notebooks, or implementation detail when they make a claim easier to inspect—not just to decorate it.
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Using AI as a Socratic Collaborator Without Outsourcing Judgment
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