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The Calculator Before the Math
In education, learning progression matters. Students do not develop mastery simply because they were shown the final system or given the answer key. Competence develops through repetition, adjustment, feedback, recognition of patterns, and gradually learning how to evaluate their own thinking along the way. Many organizations unintentionally skipped that stage.

Structured Thinker
May 154 min read


Why Workflows Should Come After You Learn to Think With AI
This past weekend, I conducted training for a group of business leaders, and we started with a prompt I had designed for instructional purposes. The question came up almost immediately: “Aren’t we all going to get the same answer?” Everyone was using the same tool and the same prompt, so it was a fair question. Given how often AI is framed as a matter of finding the “right” prompt, the expectation of consistent output makes sense. In case anyone reading may not know, they we

Structured Thinker
May 44 min read
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