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Think Forward · Jul 17, 2026

Fluency-First AI Implementation

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Andrew Marcinek · Think Forward

Tuesday’s post ended with a claim: I didn’t become a fluent AI user by being kept away from the tool. I became one through three years of intentional, daily, critical use — and our students deserve the same path, with adults who planned it with intention.

This deep dive is the plan. It runs on the Human-First AI Framework’s two layers: the Implementation Arc your leadership team walks, and the Fluency Progression your faculty and students build. The premise underneath both is the one thing most AI rollouts get backwards — the goal of implementation is not access. The goal is fluency. Access is a login. Fluency is why, how, and at what cost — and it has to be built in your adults before it can be taught to your students.

Your printable companion for this one is the Fluency-First Implementation Guide — the full sequence in TFS format, built to sit on the table at your next leadership meeting.

Read the original on andrewmarcinek.substack.com

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