Use it, then judge it.

Start with the task, not the tool

Try one repeatable, low-stakes task where you can check the result. Use only information you are permitted to share. Give clear context and a useful output format, then review facts, omissions, and fit. Count setup, corrections, and checking when you measure time saved.

The five discussions

• Episode 01

  What can AI be used for?

  Map real tasks where current tools may help, from organizing notes to drafting a first pass, without assuming every task needs automation.

  What task would you test first, and what would count as a useful result?

• Episode 02

  What should AI be used for?

  Discuss where assistance is appropriate, what should remain under human control, and how privacy, stakes, and accountability change the answer.

  Which low-risk tasks are suitable for assistance, and which decisions should remain human-led?

• Episode 03

  How could AI help you?

  Start from a person's actual need, then consider whether a tool can help without replacing the judgment or skill that matters.

  What recurring task would you like help with, and what part do you want to keep doing yourself?

• Episode 04

  Can AI save you time?

  Compare the whole workflow, including setup, prompting, checking, correction, and follow-up, rather than counting generation time alone.

  Did the complete task take less time, and how did the result compare with your usual method?

• Episode 05

  How do you use it for those things?

  Share a repeatable workflow, the instructions that helped, the human review steps, and the limits another person should know.

  What steps, prompt details, and checks would help someone try this responsibly? Do not include private information.

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