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TABLE 2-5: APPLYING PACFT TO A SINGLE TASK

              Element                    Question                                  Example

                               What will change after the
              Purpose                                              Choosing the next step in a meeting.
                                     output is used?


                              Who will use it, and what do
             Audience                                              Non-technical staff with five minutes.
                                       they know?

                              Which facts and constraints         A manual process that causes a weekly
              Context
                                     have an effect?                                delay.

                                 How will the output be                 A memo: problem, options,
               Format
                                        delivered?                     recommendation, next steps.


                                                                        Direct and neutral, without
                Tone        How should the writing sound?
                                                                               overstatement.


           ▣ Practical example: improving a productivity memo
           Context: a team spends six hours a week assembling a report.
           Task: prepare a decision memo.

           PACFT: the purpose is to choose a small experiment; the audience is the operations
           manager; the context is three data sources and a recurring delay; the format is one page
           plus a risk table; the tone is executive and neutral.
           Verification: every figure is checked and linked to its source before the memo is sent.


           ● Remember: Section summary
           • Key idea: A recall framework helps you remember what to state; it does not decide
           what a good result is.
           • Practical decision: Write the five elements, then add what they do not cover: the

           material, the ranking of instructions, and the acceptance criteria.
           • Mistake to avoid: Presenting a teaching aid as an international standard, or treating a
           filled template as a tested prompt.


         2.6 Examples and Patterns: When Showing Beats Describing

           ◆ Key idea: show the system the shape you mean.
           When a tone, a category, or a structure is hard to describe, one good example may be
           more useful than a long paragraph. But an example also sets an implicit pattern, so it

           must be representative and must not contain an error or a bias you are trying to avoid.

         In zero-shot prompting we rely on instructions alone. This suits familiar, clearly defined tasks.

         In one-shot prompting we give a single example that shows the shape or the standard. In



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