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Chapter Roles

TABLE I: THE ROLE OF EACH CHAPTER
Chapter Its role in the book Read it when

Build the right mental model of You want to know how these
One
what AI is and is not systems actually produce an answer

Turn a request into an
Two instruction the system can Your outputs are inconsistent and
you suspect the request is the cause
execute well

Choose a model, a tool, and a You are comparing options, or Arabic
Three
medium for a specific task and privacy matter to you

Use AI without losing control of
Four privacy, accuracy, and You handle real data or decisions
that affect other people
responsibility

Individual experiments are not
Move from a single prompt to a
Five becoming an organizational
repeatable documented process
capability

Apply AI to teaching, learning, You teach, design courses, or
Six
assessment, and inclusion support learners

Apply AI to research without You search, review, synthesize, or
Seven
breaking the chain of evidence write for publication

Govern AI at the level of an You set policy, approve tools, or
Eight
institution answer for outcomes

What Every Chapter Contains
The structure repeats so that you always know where to look: a short story from real events,

the chapter objectives, the numbered sections, a practical lab, a conclusion, a glossary,
review questions, exercises, and the references.
Figures are numbered by chapter, so Figure 3-4 is the fourth figure of Chapter Three. Tables

follow the same rule. References are numbered within each chapter and listed at its end,
and every reference in the list is cited somewhere in that chapter.

A Key to the Boxes
Ten kinds of box recur through the book. Each one signals what the passage is for, so that

you can read a chapter closely or scan it for one kind of content.

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